ai-agent-book 精选快照（<2MB 代码与文档，来自 github.com/bojieli/ai-agent-book）

chapter10/generative-agents/.gitignore

@@ -0,0 +1,4 @@
+outputs/
+__pycache__/
+.pytest_cache/
+

chapter10/generative-agents/README.md

@@ -0,0 +1,143 @@
+# Experiment 10-5: Stanford Generative Agents reproduction
+
+This project runs the manuscript's full Agent-society experiment against the
+official `joonspk-research/generative_agents` source at commit
+`fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4`. It preserves the upstream
+25-persona Smallville environment and ten-second world step while replacing
+the obsolete GPT-3 API surface with current OpenAI-compatible chat and
+embedding endpoints at runtime. The upstream checkout is not modified.
+
+Status: **complete**. The retained campaign has three equal 17,280-step
+(two-virtual-day) arms, complete analysis, and an independently passing
+[acceptance report](validation/runs/exp10-5-qwen37flash-20260804-v1/acceptance.json):
+
+- `baseline`: the original Isabella Rodriguez Valentine's party and Sam Moore
+  mayoral-election seeds;
+- `custom_goal`: the same history seed, with Isabella's initial party goal
+  replaced by a community climate-resilience workshop at the same place and
+  time;
+- `no_reflection`: the baseline goal with `Persona.reflect()` disabled and the
+  importance trigger raised defensively, preserving perception, retrieval,
+  planning, execution, and chat memory but preventing new reflection thoughts.
+
+All three arms fork one shared history-loaded step-zero seed. This controls for
+the 248 relationship memories in upstream `agent_history_init_n25.csv` and for
+their generated thought/event-triple/poignancy/embedding representations.
+
+## Retained results
+
+Every arm reached exactly `February 15, 2023, 00:00:00` with 25 personas,
+17,280 movement rows, and 48 durable checkpoints. The package retains 148,856
+canonical provider calls with an equal number of unique response IDs, no
+logical errors, positive usage on every response, 231 bounded action-arena
+corrections, 25 independent Anthropic judgments, and 321 manifest-bound files.
+All 14 acceptance gates pass, including the credential scan.
+
+The findings are mixed, as allowed by the preregistered interpretation rule:
+
+- the baseline Valentine's event reached three agents, while the custom
+  climate-resilience workshop appeared only in Isabella Rodriguez's memory and
+  did not diffuse beyond its originator;
+- the baseline and custom arms created 1,363 and 977 evidence-linked reflection
+  thoughts respectively; the reflection-disabled arm created exactly zero;
+- the blind judge preferred baseline for 17 of 25 personas and preferred the
+  reflection-disabled arm for eight. Baseline scored higher on temporal
+  coherence (2.12 vs 1.56), personality consistency (3.20 vs 2.20), memory
+  continuity (2.72 vs 1.52), and social responsiveness (3.44 vs 2.48).
+
+The full deterministic analysis is retained in
+[`deterministic_analysis.json`](validation/runs/exp10-5-qwen37flash-20260804-v1/analysis/deterministic_analysis.json),
+and the raw blind-judge receipts and summary are under the same package's
+`analysis/` directory. Failed and interrupted attempts remain separately named
+and manifest-bound; they are not counted as canonical evidence.
+
+## Environment
+
+Use an isolated Python 3.11 environment because the 2023 source depends on the
+legacy `openai` 0.27 API:
+
+```bash
+python3.11 -m venv .venv
+.venv/bin/pip install -r requirements.txt
+git clone https://github.com/joonspk-research/generative_agents.git /tmp/generative_agents
+git -C /tmp/generative_agents checkout --detach fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4
+```
+
+Set `DASHSCOPE_API_KEY` in the environment. The default current models are
+`qwen3.7-flash` and `text-embedding-v4` through DashScope's international
+OpenAI-compatible endpoint. `GA_OPENAI_API_BASE`, `GA_CHAT_MODEL`, and
+`GA_EMBEDDING_MODEL` are explicit overrides; changing them defines a different
+experimental configuration.
+
+The adapter never serializes the credential. It retains full chat
+requests/responses, provider IDs, token usage, latency, and errors. Embedding
+vectors remain in the simulation memory state; receipts retain their dimension
+and content hash instead of duplicating every float.
+
+Transient transport failures (`APIConnectionError`, timeout, rate limit, or
+service unavailable) are retried up to five times inside the same logical
+provider call with bounded exponential backoff. The successful logical receipt
+retains every failed transport attempt in `transport_retries`; an exhausted or
+non-transient failure remains `success: false`. Any checkpoint containing a
+failed logical call is quarantined as `.failed-*` and replayed from the last
+clean checkpoint instead of advancing canonical status. Each physical request
+has a 90-second client timeout by default; `GA_PROVIDER_TIMEOUT_SECONDS` is an
+explicit override.
+
+The legacy task-decomposition helper intends to retry malformed model output
+five times, but its validator accepts every nonempty response before cleanup;
+an otherwise successful response can therefore crash the worker while parsing
+a missing or nonnumeric duration field. For this prompt only, the runtime
+overlay first keeps the raw output when upstream can parse it. On a parser-shape
+failure (`IndexError`, `TypeError`, or `ValueError`), it removes commentary and
+keeps formatted duration rows in response order, bounded by the requested total,
+before passing them through the unchanged upstream cleanup. The raw provider
+response remains in the receipt. Output with no parseable rows is requested
+again up to the original five-attempt budget; exhaustion still raises, causing
+the checkpoint and its receipt to be quarantined and replayed from the last
+durable state.
+
+The runtime overlay also contains one narrow compatibility correction for the
+legacy action-arena prompt. Upstream asks for `{arena}` but removes only the
+closing brace before looking up the arena. The overlay strips response-only
+braces, quotes, and whitespace, then matches case-insensitively to an exact
+arena returned by the persona's spatial memory. Invalid output stays in the
+current arena when that arena is accessible in the selected sector, otherwise
+it uses the first accessible arena in upstream order. It can never return an
+arena outside that accessible list. Every changed output is retained in a
+credential-free per-checkpoint JSONL compatibility receipt.
+
+## Run and resume
+
+Prepare the identical history seed once:
+
+```bash
+.venv/bin/python run_campaign.py \
+  --upstream /tmp/generative_agents \
+  --output outputs/exp10-5 \
+  --mode seed
+```
+
+Launch or resume all three arms as detached processes:
+
+```bash
+.venv/bin/python launch_campaigns.py \
+  --upstream /tmp/generative_agents \
+  --output outputs/exp10-5 \
+  --python .venv/bin/python
+```
+
+Each arm saves after 360 steps (one virtual hour). A status file is updated
+atomically only after the simulation state and compressed provider receipt are
+durable. Restarting the launcher resumes from that checkpoint. The day-one
+checkpoint and final state are retained; superseded hourly storage copies are
+removed after the next checkpoint succeeds.
+
+Run offline tests with:
+
+```bash
+python -m pytest tests
+```
+
+Generated campaigns belong under `outputs/` and are ignored until a completed,
+validated evidence package is deliberately selected for retention.

chapter10/generative-agents/action_arena_compat.py

@@ -0,0 +1,158 @@
+#!/usr/bin/env python3
+"""Runtime compatibility for legacy action-arena response cleanup.
+
+The pinned upstream prompt asks the model for ``{arena}``, then removes only
+the closing brace.  Current models reliably follow that format, leaving an
+invalid leading brace at the spatial-memory boundary.  This module wraps only
+``generate_action_arena`` and maps its output back to an arena that the
+persona can access in the selected sector.
+"""
+
+from __future__ import annotations
+
+import datetime as dt
+import json
+import os
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Any, Iterable
+
+
+@dataclass(frozen=True)
+class ArenaNormalization:
+    value: str
+    reason: str | None
+    fallback: bool
+
+
+def _strip_response_wrappers(value: Any) -> str:
+    """Remove response-only braces, quotes, and surrounding whitespace."""
+
+    return str(value).strip(" \t\r\n{}\"'`")
+
+
+def normalize_action_arena(
+    raw_output: Any,
+    accessible_arenas: Iterable[str],
+    current_arena: str | None = None,
+) -> ArenaNormalization:
+    """Return an exact accessible arena, using a bounded deterministic fallback.
+
+    Matching is case-insensitive after removing response wrappers.  Invalid
+    output falls back to the current arena when it is among the target
+    sector's accessible arenas; otherwise it uses the first arena in the
+    upstream spatial-memory order.  The function never invents an arena or
+    returns an output outside ``accessible_arenas``.
+    """
+
+    allowed = [item.strip() for item in accessible_arenas if item.strip()]
+    if not allowed:
+        raise RuntimeError("action-arena compatibility has no accessible fallback")
+
+    raw_text = str(raw_output)
+    candidate = _strip_response_wrappers(raw_text)
+    by_casefold = {item.casefold(): item for item in allowed}
+    matched = by_casefold.get(candidate.casefold())
+    if matched is not None:
+        if raw_text == matched:
+            return ArenaNormalization(matched, None, False)
+        reason = "case_insensitive_exact_match"
+        if candidate == matched:
+            reason = "stripped_response_wrappers"
+        return ArenaNormalization(matched, reason, False)
+
+    if current_arena:
+        current = by_casefold.get(current_arena.strip().casefold())
+        if current is not None:
+            return ArenaNormalization(
+                current, "invalid_output_current_arena_fallback", True
+            )
+    return ArenaNormalization(
+        allowed[0], "invalid_output_first_accessible_fallback", True
+    )
+
+
+class CorrectionRecorder:
+    """Crash-resistant append-only writer for credential-free corrections."""
+
+    def __init__(self) -> None:
+        self.path: Path | None = None
+
+    def set_path(self, path: Path) -> None:
+        self.path = path
+
+    def record(self, row: dict[str, Any]) -> None:
+        if self.path is None:
+            raise RuntimeError("action-arena correction receipt path is unset")
+        self.path.parent.mkdir(parents=True, exist_ok=True)
+        payload = (
+            json.dumps(row, ensure_ascii=False, separators=(",", ":")) + "\n"
+        ).encode("utf-8")
+        descriptor = os.open(
+            self.path, os.O_APPEND | os.O_CREAT | os.O_WRONLY, 0o600
+        )
+        try:
+            written = os.write(descriptor, payload)
+            if written != len(payload):
+                raise OSError(
+                    f"short action-arena correction write: {written}/{len(payload)}"
+                )
+            os.fsync(descriptor)
+        finally:
+            os.close(descriptor)
+
+
+def install() -> CorrectionRecorder:
+    """Install the upstream wrapper once and return its mutable recorder."""
+
+    from persona.cognitive_modules import plan
+
+    installed = getattr(plan.generate_action_arena, "_exp10_5_compat", None)
+    if installed is not None:
+        return installed
+
+    original = plan.generate_action_arena
+    recorder = CorrectionRecorder()
+
+    def generate_action_arena(
+        act_desp: str,
+        persona: Any,
+        maze: Any,
+        act_world: str,
+        act_sector: str,
+    ) -> str:
+        raw_output = original(act_desp, persona, maze, act_world, act_sector)
+        accessible = [
+            item.strip()
+            for item in persona.s_mem.get_str_accessible_sector_arenas(
+                f"{act_world}:{act_sector}"
+            ).split(",")
+            if item.strip()
+        ]
+        tile = maze.access_tile(persona.scratch.curr_tile)
+        current_arena = None
+        if tile.get("world") == act_world and tile.get("sector") == act_sector:
+            current_arena = tile.get("arena")
+        result = normalize_action_arena(raw_output, accessible, current_arena)
+        if result.reason is not None:
+            recorder.record(
+                {
+                    "schema_version": 1,
+                    "timestamp_utc": dt.datetime.now(dt.timezone.utc).isoformat(),
+                    "kind": "action_arena_compatibility_correction",
+                    "persona": persona.scratch.name,
+                    "action_description": act_desp,
+                    "world": act_world,
+                    "sector": act_sector,
+                    "raw_output": str(raw_output),
+                    "normalized_output": result.value,
+                    "accessible_arenas": accessible,
+                    "reason": result.reason,
+                    "fallback": result.fallback,
+                }
+            )
+        return result.value
+
+    generate_action_arena._exp10_5_compat = recorder  # type: ignore[attr-defined]
+    plan.generate_action_arena = generate_action_arena
+    return recorder

chapter10/generative-agents/analyze_campaign.py

@@ -0,0 +1,222 @@
+#!/usr/bin/env python3
+"""Analyze memory, reflection, diffusion, and action logs for Experiment 10-5."""
+
+from __future__ import annotations
+
+import argparse
+import collections
+import datetime as dt
+import json
+import statistics
+from pathlib import Path
+from typing import Any, Iterable
+
+
+ARMS = ("baseline", "custom_goal", "no_reflection")
+EVENT_TERMS = {
+    "baseline": ("valentine", "party"),
+    "custom_goal": ("climate", "resilience", "workshop"),
+    "no_reflection": ("valentine", "party"),
+}
+ELECTION_TERMS = ("mayor", "election")
+
+
+def load_json(path: Path) -> Any:
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
+def persona_nodes(sim_dir: Path) -> dict[str, list[dict[str, Any]]]:
+    result = {}
+    personas_dir = sim_dir / "personas"
+    for persona_dir in sorted(path for path in personas_dir.iterdir() if path.is_dir()):
+        path = (
+            persona_dir
+            / "bootstrap_memory"
+            / "associative_memory"
+            / "nodes.json"
+        )
+        nodes = load_json(path)
+        result[persona_dir.name] = list(nodes.values())
+    return result
+
+
+def contains_terms(node: dict[str, Any], terms: Iterable[str]) -> bool:
+    text = " ".join(
+        str(node.get(key, ""))
+        for key in ("subject", "predicate", "object", "description", "embedding_key")
+    ).lower()
+    return any(term in text for term in terms)
+
+
+def diffusion(nodes: dict[str, list[dict[str, Any]]], terms: tuple[str, ...]) -> dict:
+    aware = {}
+    mentions = {}
+    for name, rows in nodes.items():
+        matching = [row for row in rows if contains_terms(row, terms)]
+        if matching:
+            created = sorted(row.get("created") for row in matching if row.get("created"))
+            aware[name] = created[0] if created else None
+            mentions[name] = len(matching)
+    return {
+        "terms": list(terms),
+        "aware_agents": len(aware),
+        "first_mention_by_agent": aware,
+        "memory_mentions_by_agent": mentions,
+    }
+
+
+def memory_summary(
+    nodes: dict[str, list[dict[str, Any]]], seed_counts: dict[str, int]
+) -> dict:
+    totals = collections.Counter()
+    new_totals = collections.Counter()
+    new_by_persona = {}
+    reflection_evidence = 0
+    max_depth = 0
+    chat_edges = collections.Counter()
+    for name, rows in nodes.items():
+        cutoff = seed_counts[name]
+        new_rows = [row for row in rows if int(row.get("node_count", 0)) > cutoff]
+        counts = collections.Counter(row.get("type", "unknown") for row in rows)
+        new_counts = collections.Counter(row.get("type", "unknown") for row in new_rows)
+        totals.update(counts)
+        new_totals.update(new_counts)
+        new_by_persona[name] = dict(new_counts)
+        reflection_evidence += sum(
+            row.get("type") == "thought" and bool(row.get("filling"))
+            for row in new_rows
+        )
+        max_depth = max(max_depth, *(int(row.get("depth", 0)) for row in rows))
+        for row in new_rows:
+            if row.get("type") != "chat":
+                continue
+            subject = str(row.get("subject", ""))
+            obj = str(row.get("object", ""))
+            if subject and obj:
+                chat_edges[tuple(sorted((subject, obj)))] += 1
+    return {
+        "all_nodes_by_type": dict(totals),
+        "new_nodes_by_type": dict(new_totals),
+        "new_nodes_by_persona": new_by_persona,
+        "new_thoughts_with_evidence": reflection_evidence,
+        "maximum_thought_depth": max_depth,
+        "unique_chat_edges": len(chat_edges),
+        "chat_nodes_by_edge": {
+            " | ".join(edge): count for edge, count in sorted(chat_edges.items())
+        },
+    }
+
+
+def action_summary(sim_dir: Path) -> dict:
+    meta = load_json(sim_dir / "reverie" / "meta.json")
+    descriptions: dict[str, list[str]] = {
+        name: [] for name in meta["persona_names"]
+    }
+    transitions = collections.Counter()
+    cafe_window: dict[str, set[str]] = collections.defaultdict(set)
+    sample_steps = 0
+    for step in range(int(meta["step"])):
+        path = sim_dir / "movement" / f"{step}.json"
+        movement = load_json(path)
+        current = dt.datetime.strptime(
+            movement["meta"]["curr_time"], "%B %d, %Y, %H:%M:%S"
+        )
+        in_event_window = (
+            current.date() == dt.date(2023, 2, 14)
+            and dt.time(17, 0) <= current.time() < dt.time(19, 0)
+        )
+        for name, row in movement["persona"].items():
+            description = str(row.get("description", ""))
+            descriptions[name].append(description)
+            if in_event_window and "hobbs cafe" in description.lower():
+                cafe_window[name].add(description)
+        sample_steps += 1
+    per_persona = {}
+    for name, rows in descriptions.items():
+        changes = sum(left != right for left, right in zip(rows, rows[1:]))
+        transitions[name] = changes
+        per_persona[name] = {
+            "unique_descriptions": len(set(rows)),
+            "description_changes": changes,
+            "hobbs_cafe_event_window_descriptions": sorted(cafe_window.get(name, set())),
+        }
+    unique_counts = [row["unique_descriptions"] for row in per_persona.values()]
+    change_counts = [row["description_changes"] for row in per_persona.values()]
+    return {
+        "steps": sample_steps,
+        "persona_action_summary": per_persona,
+        "hobbs_cafe_event_window_agents": sorted(cafe_window),
+        "hobbs_cafe_event_window_agent_count": len(cafe_window),
+        "median_unique_descriptions": statistics.median(unique_counts),
+        "median_description_changes": statistics.median(change_counts),
+    }
+
+
+def provider_summary(status: dict) -> dict:
+    calls = errors = transport_retries = 0
+    usage = collections.Counter()
+    latency = wall = 0.0
+    for checkpoint in status.get("checkpoints", []):
+        receipt = checkpoint["receipt_summary"]
+        calls += int(receipt.get("calls", 0))
+        errors += int(receipt.get("errors", 0))
+        transport_retries += int(receipt.get("transport_retries", 0))
+        usage.update(receipt.get("usage", {}))
+        latency += float(receipt.get("provider_latency_seconds", 0))
+        wall += float(checkpoint.get("wall_seconds", 0))
+    return {
+        "calls": calls,
+        "errors": errors,
+        "transport_retries": transport_retries,
+        "usage": dict(usage),
+        "provider_latency_seconds": round(latency, 3),
+        "checkpoint_wall_seconds": round(wall, 3),
+    }
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("output", type=Path)
+    args = parser.parse_args()
+    output = args.output.resolve()
+    storage = output / "storage"
+    seed_nodes = persona_nodes(storage / "exp10_5_history_seed")
+    seed_counts = {name: len(rows) for name, rows in seed_nodes.items()}
+    result = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "source_commit": "fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4",
+        "seed_memory_nodes_by_persona": seed_counts,
+        "arms": {},
+    }
+    for arm in ARMS:
+        status = load_json(output / "status" / f"{arm}.json")
+        if not status.get("complete"):
+            raise SystemExit(f"arm is incomplete: {arm}")
+        sim_dir = storage / status["current_sim"]
+        meta = load_json(sim_dir / "reverie" / "meta.json")
+        nodes = persona_nodes(sim_dir)
+        result["arms"][arm] = {
+            "simulation": {
+                "sim_code": status["current_sim"],
+                "personas": len(meta["persona_names"]),
+                "steps": meta["step"],
+                "current_time": meta["curr_time"],
+                "sec_per_step": meta["sec_per_step"],
+            },
+            "provider": provider_summary(status),
+            "memory": memory_summary(nodes, seed_counts),
+            "seeded_event_diffusion": diffusion(nodes, EVENT_TERMS[arm]),
+            "election_diffusion": diffusion(nodes, ELECTION_TERMS),
+            "actions": action_summary(sim_dir),
+        }
+    analysis_dir = output / "analysis"
+    analysis_dir.mkdir(parents=True, exist_ok=True)
+    path = analysis_dir / "deterministic_analysis.json"
+    path.write_text(json.dumps(result, indent=2, ensure_ascii=False) + "\n", encoding="utf-8")
+    print(json.dumps(result, indent=2, ensure_ascii=False))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/compat/utils.py

@@ -0,0 +1,28 @@
+"""Runtime configuration overlay for the pinned Generative Agents source.
+
+The upstream project asks users to put a plaintext API key in its ``utils.py``.
+Experiment 10-5 instead imports this overlay ahead of the upstream source and
+reads credentials exclusively from the environment.
+"""
+
+from __future__ import annotations
+
+import os
+
+
+openai_api_key = os.environ["DASHSCOPE_API_KEY"]
+openai_api_base = os.environ.get(
+    "GA_OPENAI_API_BASE",
+    "https://dashscope-intl.aliyuncs.com/compatible-mode/v1",
+)
+key_owner = "ai-agent-book Experiment 10-5"
+
+maze_assets_loc = os.environ["GA_MAZE_ASSETS_ROOT"]
+env_matrix = f"{maze_assets_loc}/the_ville/matrix"
+env_visuals = f"{maze_assets_loc}/the_ville/visuals"
+
+fs_storage = os.environ["GA_STORAGE_ROOT"]
+fs_temp_storage = os.environ["GA_TEMP_STORAGE_ROOT"]
+
+collision_block_id = "32125"
+debug = False

chapter10/generative-agents/experiment_protocol.json

@@ -0,0 +1,87 @@
+{
+  "schema_version": 1,
+  "experiment": "10-5",
+  "title": "Stanford Generative Agents two-day society reproduction and ablations",
+  "preregistered_before_arm_execution": true,
+  "upstream": {
+    "repository": "https://github.com/joonspk-research/generative_agents",
+    "commit": "fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4",
+    "license": "Apache-2.0",
+    "base_simulation": "base_the_ville_n25",
+    "history_file": "environment/frontend_server/static_dirs/assets/the_ville/agent_history_init_n25.csv"
+  },
+  "provider": {
+    "api_style": "OpenAI-compatible",
+    "endpoint": "https://dashscope-intl.aliyuncs.com/compatible-mode/v1",
+    "credential_environment_variable": "DASHSCOPE_API_KEY",
+    "chat_model": "qwen3.7-flash",
+    "chat_thinking": false,
+    "embedding_model": "text-embedding-v4",
+    "embedding_dimensions": 1024
+  },
+  "shared_seed": {
+    "simulation_step": 0,
+    "personas": 25,
+    "history_rows": 25,
+    "history_whispers": 248,
+    "rule": "Generate and persist the upstream relationship-history memories once, then fork all arms from the identical saved memory state."
+  },
+  "world": {
+    "start": "2023-02-13T00:00:00",
+    "end": "2023-02-15T00:00:00",
+    "seconds_per_step": 10,
+    "steps_per_arm": 17280,
+    "checkpoint_steps": 360
+  },
+  "arms": {
+    "baseline": {
+      "goal": "Retain the original Valentine's party and mayoral-election seeds.",
+      "treatment": "none"
+    },
+    "custom_goal": {
+      "goal": "Replace Isabella Rodriguez's party goal with a community climate-resilience workshop at Hobbs Cafe on February 14 from 5pm to 7pm.",
+      "treatment": "Mutate only Isabella Rodriguez's initial currently field before the first world step; retain the shared relationship memories and every other persona field."
+    },
+    "no_reflection": {
+      "goal": "Measure behavior without newly generated reflection thoughts.",
+      "treatment": "Disable Persona.reflect for the full run and raise importance triggers defensively; retain perception, retrieval, planning, execution, and chat-memory creation."
+    }
+  },
+  "retained_evidence": [
+    "credential-free raw chat request and response receipts with provider IDs, usage, and latency",
+    "embedding request and response metadata with vector dimension and SHA-256",
+    "all checkpoint status records",
+    "complete per-step movement logs",
+    "complete final associative-memory nodes and scratch state",
+    "deterministic diffusion, memory, reflection, social-network, action-continuity, and attendance analysis",
+    "blind plausibility judgments with raw independent-model receipts",
+    "artifact hashes and credential scan"
+  ],
+  "primary_observations": {
+    "baseline_event_diffusion": "Number and first timestamp of agents whose memories mention the Valentine's party.",
+    "election_diffusion": "Number and first timestamp of agents whose memories mention the mayoral election.",
+    "custom_event_diffusion": "Number and first timestamp of agents whose memories mention the climate-resilience workshop.",
+    "reflection": "New thought nodes, evidence-linked thought nodes, and maximum thought depth relative to the shared seed.",
+    "social_network": "Unique chat edges and chat-node counts.",
+    "behavior": "Action diversity, action transitions, and Hobbs Cafe event-window attendance.",
+    "plausibility": "Blind rubric scores for temporal coherence, personality consistency, memory continuity, and social responsiveness."
+  },
+  "hypotheses": [
+    "The seeded baseline event and election information will diffuse beyond their originating agents.",
+    "Changing Isabella's initial goal will change the focal event that diffuses and the event-window behavior at Hobbs Cafe.",
+    "Disabling reflection will eliminate new reflection thoughts and reduce at least one blinded behavioral-plausibility dimension relative to baseline."
+  ],
+  "interpretation_rule": "Completion depends on executing and retaining all arms and analyses, not on confirming any hypothesis. Null or contrary results remain complete negative findings.",
+  "acceptance_gates": [
+    "exact pinned upstream commit",
+    "one identical 25-persona history seed",
+    "three arms with exactly 17280 ten-second steps each",
+    "final time exactly 2023-02-15T00:00:00 in every arm",
+    "provider receipts with real unique response IDs and positive usage",
+    "complete final movement and memory evidence",
+    "custom goal present before the custom arm's first plan",
+    "no new reflection thoughts in the no-reflection arm",
+    "deterministic and blind plausibility analyses retained",
+    "all retained-file hashes valid and credential scan clean"
+  ]
+}

chapter10/generative-agents/judge_plausibility.py

@@ -0,0 +1,328 @@
+#!/usr/bin/env python3
+"""Run arm-blind Anthropic plausibility judgments for baseline vs ablation."""
+
+from __future__ import annotations
+
+import argparse
+import datetime as dt
+import hashlib
+import json
+import os
+import statistics
+import time
+import urllib.error
+import urllib.request
+from pathlib import Path
+from typing import Any
+
+
+MODEL = "claude-sonnet-4-5-20250929"
+DIMENSIONS = (
+    "temporal_coherence",
+    "personality_consistency",
+    "memory_continuity",
+    "social_responsiveness",
+)
+
+
+def load_json(path: Path) -> Any:
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
+def evenly_sample(rows: list[Any], maximum: int) -> list[Any]:
+    if len(rows) <= maximum:
+        return rows
+    if maximum == 1:
+        return [rows[0]]
+    indexes = {
+        round(index * (len(rows) - 1) / (maximum - 1)) for index in range(maximum)
+    }
+    return [rows[index] for index in sorted(indexes)]
+
+
+def seed_node_counts(output: Path) -> dict[str, int]:
+    seed = output / "storage" / "exp10_5_history_seed" / "personas"
+    result = {}
+    for persona in seed.iterdir():
+        if persona.is_dir():
+            nodes = load_json(
+                persona
+                / "bootstrap_memory"
+                / "associative_memory"
+                / "nodes.json"
+            )
+            result[persona.name] = len(nodes)
+    return result
+
+
+def build_trace(output: Path, arm: str, persona: str, seed_count: int) -> dict:
+    status = load_json(output / "status" / f"{arm}.json")
+    sim = output / "storage" / status["current_sim"]
+    scratch = load_json(
+        sim / "personas" / persona / "bootstrap_memory" / "scratch.json"
+    )
+    nodes = load_json(
+        sim
+        / "personas"
+        / persona
+        / "bootstrap_memory"
+        / "associative_memory"
+        / "nodes.json"
+    )
+    new_memories = [
+        {
+            "created": row.get("created"),
+            "type": row.get("type"),
+            "depth": row.get("depth"),
+            "description": row.get("description"),
+            "evidence_count": len(row.get("filling") or []),
+        }
+        for row in nodes.values()
+        if int(row.get("node_count", 0)) > seed_count
+    ]
+    transitions = []
+    previous = None
+    meta = load_json(sim / "reverie" / "meta.json")
+    for step in range(int(meta["step"])):
+        movement = load_json(sim / "movement" / f"{step}.json")
+        description = str(movement["persona"][persona].get("description", ""))
+        if description != previous:
+            transitions.append(
+                {
+                    "time": movement["meta"]["curr_time"],
+                    "action": description,
+                }
+            )
+            previous = description
+    return {
+        "profile": {
+            "name": scratch.get("name"),
+            "innate_traits": scratch.get("innate"),
+            "learned_traits": scratch.get("learned"),
+            "initial_or_current_goal": scratch.get("currently"),
+            "lifestyle": scratch.get("lifestyle"),
+            "daily_plan_requirement": scratch.get("daily_plan_req"),
+        },
+        "action_transitions": evenly_sample(transitions, 40),
+        "memory_stream_sample": evenly_sample(new_memories, 32),
+        "counts": {
+            "action_transitions": len(transitions),
+            "new_memories": len(new_memories),
+            "new_thoughts": sum(row["type"] == "thought" for row in new_memories),
+            "evidence_linked_thoughts": sum(
+                row["type"] == "thought" and row["evidence_count"] > 0
+                for row in new_memories
+            ),
+        },
+    }
+
+
+def make_prompt(persona: str, trace_a: dict, trace_b: dict) -> str:
+    rubric = {
+        "temporal_coherence": "Actions form a feasible, non-contradictory two-day sequence.",
+        "personality_consistency": "Actions remain consistent with the supplied traits, lifestyle, and goals.",
+        "memory_continuity": "Later memories/actions coherently use earlier experiences instead of behaving as disconnected episodes.",
+        "social_responsiveness": "The persona reacts coherently to other people and social information when such opportunities appear; do not penalize a trace merely for having few encounters.",
+    }
+    schema = {
+        "A": {dimension: 1 for dimension in DIMENSIONS},
+        "B": {dimension: 1 for dimension in DIMENSIONS},
+        "preferred": "A, B, or tie",
+        "evidence": {
+            dimension: ["specific detail from A", "specific detail from B"]
+            for dimension in DIMENSIONS
+        },
+        "confidence": "low, medium, or high",
+    }
+    return (
+        "You are evaluating two unlabeled traces from the same simulated persona. "
+        "Score each trace independently from 1 (implausible) to 5 (highly plausible). "
+        "Judge only the supplied evidence. Do not infer which system produced a trace, "
+        "do not reward verbosity or memory count by itself, and do not assume the expected winner.\n\n"
+        f"Persona: {persona}\nRubric:\n{json.dumps(rubric, indent=2)}\n\n"
+        f"Trace A:\n{json.dumps(trace_a, ensure_ascii=False)}\n\n"
+        f"Trace B:\n{json.dumps(trace_b, ensure_ascii=False)}\n\n"
+        "Return exactly one JSON object matching this shape, with integer scores from 1 to 5:\n"
+        f"{json.dumps(schema, indent=2)}"
+    )
+
+
+def parse_json_object(text: str) -> dict:
+    start = text.find("{")
+    end = text.rfind("}")
+    if start < 0 or end <= start:
+        raise ValueError("response did not contain a JSON object")
+    value = json.loads(text[start : end + 1])
+    for label in ("A", "B"):
+        for dimension in DIMENSIONS:
+            score = value[label][dimension]
+            if not isinstance(score, int) or not 1 <= score <= 5:
+                raise ValueError(f"invalid {label} {dimension} score: {score!r}")
+    if value.get("preferred") not in {"A", "B", "tie"}:
+        raise ValueError("invalid preferred label")
+    return value
+
+
+def call_anthropic(prompt: str, api_key: str, model: str) -> tuple[dict, dict, float]:
+    request_body = {
+        "model": model,
+        "max_tokens": 1800,
+        "temperature": 0,
+        "messages": [{"role": "user", "content": prompt}],
+    }
+    request = urllib.request.Request(
+        "https://api.anthropic.com/v1/messages",
+        data=json.dumps(request_body).encode("utf-8"),
+        headers={
+            "content-type": "application/json",
+            "x-api-key": api_key,
+            "anthropic-version": "2023-06-01",
+        },
+        method="POST",
+    )
+    started = time.perf_counter()
+    try:
+        with urllib.request.urlopen(request, timeout=180) as response:
+            raw = json.loads(response.read().decode("utf-8"))
+    except urllib.error.HTTPError as exc:
+        body = exc.read().decode("utf-8", errors="replace")
+        raise RuntimeError(f"Anthropic HTTP {exc.code}: {body[:500]}") from exc
+    latency = time.perf_counter() - started
+    text = "".join(
+        block.get("text", "") for block in raw.get("content", []) if block.get("type") == "text"
+    )
+    return request_body, raw, latency
+
+
+def load_canonical_judgments(receipts_path: Path) -> list[dict]:
+    """Keep failed judge attempts as evidence without polluting canonical rows."""
+
+    if not receipts_path.exists():
+        return []
+    rows = [json.loads(line) for line in receipts_path.read_text(encoding="utf-8").splitlines() if line]
+    failed = [row for row in rows if not row.get("success")]
+    if not failed:
+        return rows
+    failed_path = receipts_path.with_name(
+        f"{receipts_path.stem}.failed-{time.time_ns()}{receipts_path.suffix}"
+    )
+    failed_path.write_text(
+        "".join(json.dumps(row, ensure_ascii=False) + "\n" for row in failed),
+        encoding="utf-8",
+    )
+    successful = [row for row in rows if row.get("success")]
+    receipts_path.write_text(
+        "".join(json.dumps(row, ensure_ascii=False) + "\n" for row in successful),
+        encoding="utf-8",
+    )
+    return successful
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("output", type=Path)
+    parser.add_argument("--model", default=MODEL)
+    parser.add_argument("--limit", type=int)
+    args = parser.parse_args()
+    output = args.output.resolve()
+    api_key = os.environ["ANTHROPIC_API_KEY"]
+    counts = seed_node_counts(output)
+    personas = sorted(counts)
+    if args.limit is not None:
+        personas = personas[: args.limit]
+    analysis = output / "analysis"
+    analysis.mkdir(parents=True, exist_ok=True)
+    receipts_path = analysis / "plausibility_judgments.jsonl"
+    rows = load_canonical_judgments(receipts_path)
+    completed = {row["persona"] for row in rows}
+    for persona in personas:
+        if persona in completed:
+            continue
+        baseline = build_trace(output, "baseline", persona, counts[persona])
+        ablation = build_trace(output, "no_reflection", persona, counts[persona])
+        baseline_is_a = hashlib.sha256(persona.encode()).digest()[0] % 2 == 0
+        trace_a, trace_b = (baseline, ablation) if baseline_is_a else (ablation, baseline)
+        prompt = make_prompt(persona, trace_a, trace_b)
+        try:
+            request_body, response, latency = call_anthropic(prompt, api_key, args.model)
+            text = "".join(
+                block.get("text", "")
+                for block in response.get("content", [])
+                if block.get("type") == "text"
+            )
+            judgment = parse_json_object(text)
+            row = {
+                "timestamp_utc": dt.datetime.now(dt.timezone.utc).isoformat(),
+                "persona": persona,
+                "baseline_label": "A" if baseline_is_a else "B",
+                "request": request_body,
+                "response": response,
+                "latency_seconds": round(latency, 3),
+                "judgment": judgment,
+                "success": True,
+                "error": None,
+            }
+        except Exception as exc:
+            row = {
+                "timestamp_utc": dt.datetime.now(dt.timezone.utc).isoformat(),
+                "persona": persona,
+                "baseline_label": "A" if baseline_is_a else "B",
+                "request": {"model": args.model, "prompt_sha256": hashlib.sha256(prompt.encode()).hexdigest()},
+                "response": None,
+                "latency_seconds": None,
+                "judgment": None,
+                "success": False,
+                "error": {"type": type(exc).__name__, "message": str(exc)[:1000]},
+            }
+        if not row["success"]:
+            failed_path = receipts_path.with_name(
+                f"{receipts_path.stem}.failed-{time.time_ns()}{receipts_path.suffix}"
+            )
+            failed_path.write_text(
+                json.dumps(row, ensure_ascii=False) + "\n", encoding="utf-8"
+            )
+            raise RuntimeError(row["error"])
+        with receipts_path.open("a", encoding="utf-8") as handle:
+            handle.write(json.dumps(row, ensure_ascii=False) + "\n")
+        rows.append(row)
+
+    successful = [row for row in rows if row.get("success") and row["persona"] in personas]
+    paired = {dimension: {"baseline": [], "no_reflection": []} for dimension in DIMENSIONS}
+    preferences = {"baseline": 0, "no_reflection": 0, "tie": 0}
+    for row in successful:
+        baseline_label = row["baseline_label"]
+        ablation_label = "B" if baseline_label == "A" else "A"
+        for dimension in DIMENSIONS:
+            paired[dimension]["baseline"].append(row["judgment"][baseline_label][dimension])
+            paired[dimension]["no_reflection"].append(row["judgment"][ablation_label][dimension])
+        preferred = row["judgment"]["preferred"]
+        if preferred == "tie":
+            preferences["tie"] += 1
+        elif preferred == baseline_label:
+            preferences["baseline"] += 1
+        else:
+            preferences["no_reflection"] += 1
+    summary = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "model": args.model,
+        "judgments": len(successful),
+        "preferences": preferences,
+        "mean_scores": {
+            dimension: {
+                arm: statistics.mean(values) if values else None
+                for arm, values in arms.items()
+            }
+            for dimension, arms in paired.items()
+        },
+        "raw_receipts": str(receipts_path.relative_to(output)),
+    }
+    (analysis / "plausibility_summary.json").write_text(
+        json.dumps(summary, indent=2) + "\n"
+    , encoding="utf-8")
+    print(json.dumps(summary, indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/launch_campaigns.py

@@ -0,0 +1,86 @@
+#!/usr/bin/env python3
+"""Launch or resume all Experiment 10-5 arms as detached local processes."""
+
+from __future__ import annotations
+
+import argparse
+import datetime as dt
+import json
+import os
+import subprocess
+import sys
+from pathlib import Path
+
+
+ARMS = ("baseline", "custom_goal", "no_reflection")
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--upstream", type=Path, required=True)
+    parser.add_argument("--output", type=Path, required=True)
+    parser.add_argument("--python", type=Path, default=Path(sys.executable))
+    parser.add_argument("--target-steps", type=int, default=17_280)
+    parser.add_argument("--chunk-steps", type=int, default=360)
+    args = parser.parse_args()
+    output = args.output.resolve()
+    if not (output / "seed_status.json").exists():
+        raise SystemExit("prepare the shared history seed before launching arms")
+    logs = output / "logs"
+    logs.mkdir(parents=True, exist_ok=True)
+    launches = []
+    for arm in ARMS:
+        status_path = output / "status" / f"{arm}.json"
+        if status_path.exists() and json.loads(status_path.read_text(encoding="utf-8")).get("complete"):
+            launches.append({"arm": arm, "skipped": "already complete"})
+            continue
+        command = [
+            str(args.python.expanduser().absolute()),
+            str(Path(__file__).resolve().with_name("run_campaign.py")),
+            "--upstream",
+            str(args.upstream.resolve()),
+            "--output",
+            str(output),
+            "--mode",
+            "arm",
+            "--arm",
+            arm,
+            "--target-steps",
+            str(args.target_steps),
+            "--chunk-steps",
+            str(args.chunk_steps),
+        ]
+        log_path = logs / f"{arm}.log"
+        handle = log_path.open("ab", buffering=0)
+        process = subprocess.Popen(
+            command,
+            stdin=subprocess.DEVNULL,
+            stdout=handle,
+            stderr=subprocess.STDOUT,
+            cwd=Path(__file__).resolve().parents[2],
+            env=os.environ.copy(),
+            start_new_session=True,
+        )
+        handle.close()
+        launches.append(
+            {
+                "arm": arm,
+                "pid": process.pid,
+                "log": str(log_path.relative_to(output)),
+                "command": command,
+            }
+        )
+    record = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "launched_at": dt.datetime.now(dt.timezone.utc).isoformat(),
+        "launches": launches,
+    }
+    launch_path = output / "launch.json"
+    launch_path.write_text(json.dumps(record, indent=2) + "\n", encoding="utf-8")
+    print(json.dumps(record, indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/monitor_campaign.py

@@ -0,0 +1,85 @@
+#!/usr/bin/env python3
+"""Report durable Experiment 10-5 progress without reading credentials."""
+
+from __future__ import annotations
+
+import argparse
+import gzip
+import json
+import os
+from pathlib import Path
+
+
+ARMS = ("baseline", "custom_goal", "no_reflection")
+
+
+def process_alive(pid: int | None) -> bool:
+    if not pid:
+        return False
+    try:
+        os.kill(pid, 0)
+    except OSError:
+        return False
+    return True
+
+
+def receipt_rows(path: Path) -> int:
+    opener = gzip.open if path.suffix == ".gz" else open
+    with opener(path, "rt", encoding="utf-8") as handle:
+        return sum(1 for _ in handle)
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("output", type=Path)
+    args = parser.parse_args()
+    output = args.output.resolve()
+    launch_path = output / "launch.json"
+    launch_by_arm = {}
+    if launch_path.exists():
+        launch = json.loads(launch_path.read_text(encoding="utf-8"))
+        launch_by_arm = {row["arm"]: row for row in launch.get("launches", [])}
+    supervisor_path = output / "supervisor_status.json"
+    if supervisor_path.exists():
+        supervisor = json.loads(supervisor_path.read_text(encoding="utf-8"))
+        for arm, pid in supervisor.get("pids", {}).items():
+            launch_by_arm.setdefault(arm, {})["pid"] = pid
+    result = {"seed": None, "arms": {}}
+    seed_path = output / "seed_status.json"
+    if seed_path.exists():
+        result["seed"] = json.loads(seed_path.read_text(encoding="utf-8"))
+    else:
+        live = output / "receipts" / "seed_history.jsonl"
+        result["seed"] = {
+            "complete": False,
+            "live_receipt_calls": receipt_rows(live) if live.exists() else 0,
+        }
+    for arm in ARMS:
+        status_path = output / "status" / f"{arm}.json"
+        status = json.loads(status_path.read_text(encoding="utf-8")) if status_path.exists() else {
+            "completed_steps": 0,
+            "target_steps": 17_280,
+            "complete": False,
+            "checkpoints": [],
+        }
+        launch = launch_by_arm.get(arm, {})
+        status["pid"] = launch.get("pid")
+        status["process_alive"] = process_alive(launch.get("pid"))
+        receipt_dir = output / "receipts" / arm
+        live = (
+            sorted(
+                path
+                for path in receipt_dir.glob("*.jsonl")
+                if ".failed-" not in path.name
+            )
+            if receipt_dir.exists()
+            else []
+        )
+        status["live_receipt_calls"] = sum(receipt_rows(path) for path in live)
+        result["arms"][arm] = status
+    print(json.dumps(result, indent=2, ensure_ascii=False))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/package_evidence.py

@@ -0,0 +1,165 @@
+#!/usr/bin/env python3
+"""Create a compact, complete, reviewable Experiment 10-5 evidence package."""
+
+from __future__ import annotations
+
+import argparse
+import gzip
+import hashlib
+import json
+import os
+import platform
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+
+ARMS = ("baseline", "custom_goal", "no_reflection")
+SOURCE_COMMIT = "fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4"
+
+
+def load_json(path: Path):
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
+def sha256(path: Path) -> str:
+    digest = hashlib.sha256()
+    with path.open("rb") as handle:
+        for chunk in iter(lambda: handle.read(1024 * 1024), b""):
+            digest.update(chunk)
+    return digest.hexdigest()
+
+
+def copy_json(source: Path, target: Path) -> None:
+    target.parent.mkdir(parents=True, exist_ok=True)
+    shutil.copy2(source, target)
+
+
+def export_state(sim: Path, destination: Path) -> None:
+    destination.mkdir(parents=True, exist_ok=True)
+    meta = load_json(sim / "reverie" / "meta.json")
+    copy_json(sim / "reverie" / "meta.json", destination / "meta.json")
+    copy_json(
+        sim / "environment" / f"{meta['step']}.json",
+        destination / "final_environment.json",
+    )
+    scratch = {}
+    memory_path = destination / "memory_nodes.jsonl.gz"
+    with gzip.open(memory_path, "wt", encoding="utf-8", compresslevel=9) as memory:
+        for persona in sorted(meta["persona_names"]):
+            root = sim / "personas" / persona / "bootstrap_memory"
+            scratch[persona] = load_json(root / "scratch.json")
+            nodes = load_json(root / "associative_memory" / "nodes.json")
+            for node_id, node in nodes.items():
+                memory.write(
+                    json.dumps(
+                        {"persona": persona, "node_id": node_id, "node": node},
+                        ensure_ascii=False,
+                        separators=(",", ":"),
+                    )
+                    + "\n"
+                )
+    (destination / "scratch.json").write_text(
+        json.dumps(scratch, indent=2, ensure_ascii=False) + "\n"
+    )
+    movements_path = destination / "movements.jsonl.gz"
+    with gzip.open(movements_path, "wt", encoding="utf-8", compresslevel=9) as output:
+        for step in range(int(meta["step"])):
+            movement = load_json(sim / "movement" / f"{step}.json")
+            output.write(
+                json.dumps(
+                    {"step": step, "movement": movement},
+                    ensure_ascii=False,
+                    separators=(",", ":"),
+                )
+                + "\n"
+            )
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("output", type=Path)
+    parser.add_argument("destination", type=Path)
+    parser.add_argument("--upstream", type=Path, required=True)
+    args = parser.parse_args()
+    output = args.output.resolve()
+    destination = args.destination.resolve()
+    if destination.exists():
+        raise SystemExit(f"destination already exists: {destination}")
+    statuses = {
+        arm: load_json(output / "status" / f"{arm}.json") for arm in ARMS
+    }
+    if not all(status.get("complete") for status in statuses.values()):
+        raise SystemExit("all three arms must be complete before packaging")
+    for required in (
+        output / "analysis" / "deterministic_analysis.json",
+        output / "analysis" / "plausibility_judgments.jsonl",
+        output / "analysis" / "plausibility_summary.json",
+    ):
+        if not required.exists():
+            raise SystemExit(f"missing analysis artifact: {required}")
+    destination.mkdir(parents=True)
+    experiment_root = Path(__file__).resolve().parent
+    copy_json(experiment_root / "experiment_protocol.json", destination / "protocol.json")
+    copy_json(output / "seed_status.json", destination / "seed_status.json")
+    for arm in ARMS:
+        copy_json(output / "status" / f"{arm}.json", destination / "status" / f"{arm}.json")
+        sim = output / "storage" / statuses[arm]["current_sim"]
+        export_state(sim, destination / "states" / arm)
+    shutil.copytree(output / "receipts", destination / "receipts")
+    compatibility = output / "compatibility"
+    if not compatibility.is_dir():
+        raise SystemExit("missing action-arena compatibility receipts")
+    shutil.copytree(compatibility, destination / "compatibility")
+    shutil.copytree(output / "analysis", destination / "analysis")
+    upstream_commit = subprocess.check_output(
+        ["git", "rev-parse", "HEAD"], cwd=args.upstream, text=True
+    ).strip()
+    upstream_status = subprocess.check_output(
+        ["git", "status", "--short"], cwd=args.upstream, text=True
+    ).splitlines()
+    environment = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "source_commit": upstream_commit,
+        "source_clean": not upstream_status,
+        "source_status": upstream_status,
+        "python": sys.version,
+        "platform": platform.platform(),
+        "machine": platform.machine(),
+        "chat_model": os.environ.get("GA_CHAT_MODEL", "qwen3.7-flash"),
+        "embedding_model": os.environ.get("GA_EMBEDDING_MODEL", "text-embedding-v4"),
+        "credential_environment_variables": ["DASHSCOPE_API_KEY", "ANTHROPIC_API_KEY"],
+    }
+    (destination / "environment.json").write_text(
+        json.dumps(environment, indent=2) + "\n"
+    )
+    if upstream_commit != SOURCE_COMMIT:
+        raise SystemExit("upstream commit changed during the campaign")
+    files = []
+    for path in sorted(item for item in destination.rglob("*") if item.is_file()):
+        if path.name in {"acceptance.json", "manifest.json"}:
+            continue
+        files.append(
+            {
+                "path": str(path.relative_to(destination)),
+                "bytes": path.stat().st_size,
+                "sha256": sha256(path),
+            }
+        )
+    manifest = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "run_id": destination.name,
+        "files": files,
+    }
+    (destination / "manifest.json").write_text(
+        json.dumps(manifest, indent=2) + "\n"
+    )
+    print(json.dumps({"destination": str(destination), "files": len(files)}, indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/provider_adapter.py

@@ -0,0 +1,235 @@
+"""OpenAI-0.27 compatibility adapter with credential-free call receipts."""
+
+from __future__ import annotations
+
+import datetime as dt
+import hashlib
+import json
+import os
+import re
+import threading
+import time
+from pathlib import Path
+from types import SimpleNamespace
+from typing import Any
+
+
+_SECRET_PATTERNS = (
+    re.compile(r"sk-[A-Za-z0-9_-]{20,}"),
+    re.compile(r"AIza[A-Za-z0-9_-]{20,}"),
+)
+_TRANSIENT_ERROR_NAMES = {
+    "APIConnectionError",
+    "APITimeoutError",
+    "RateLimitError",
+    "ServiceUnavailableError",
+    "Timeout",
+}
+_MAX_TRANSPORT_ATTEMPTS = 5
+
+
+def _sha256_json(value: Any) -> str:
+    encoded = json.dumps(
+        value, ensure_ascii=False, sort_keys=True, separators=(",", ":")
+    ).encode("utf-8")
+    return hashlib.sha256(encoded).hexdigest()
+
+
+def _redact_text(value: str) -> str:
+    for pattern in _SECRET_PATTERNS:
+        value = pattern.sub("<redacted-credential>", value)
+    return value
+
+
+def _plain(value: Any) -> Any:
+    if hasattr(value, "to_dict_recursive"):
+        return value.to_dict_recursive()
+    if isinstance(value, dict):
+        return {str(key): _plain(item) for key, item in value.items()}
+    if isinstance(value, (list, tuple)):
+        return [_plain(item) for item in value]
+    if isinstance(value, str):
+        return _redact_text(value)
+    if value is None or isinstance(value, (bool, int, float)):
+        return value
+    return _redact_text(str(value))
+
+
+class ReceiptRecorder:
+    """Append crash-tolerant JSONL receipts for one checkpoint."""
+
+    def __init__(self) -> None:
+        self._path: Path | None = None
+        self._lock = threading.Lock()
+
+    def set_path(self, path: Path) -> None:
+        path.parent.mkdir(parents=True, exist_ok=True)
+        # A checkpoint with no model calls is valid. Materialize its receipt
+        # now so the runner can still compress and retain an empty JSONL file.
+        path.touch(exist_ok=True)
+        self._path = path
+
+    def record(
+        self,
+        *,
+        kind: str,
+        request: dict[str, Any],
+        started: float,
+        response: Any | None = None,
+        error: BaseException | None = None,
+        transport_retries: list[dict[str, Any]] | None = None,
+    ) -> None:
+        if self._path is None:
+            return
+        request_plain = _plain(request)
+        response_plain = _plain(response) if response is not None else None
+        if kind == "embedding" and isinstance(response_plain, dict):
+            compact_data = []
+            for row in response_plain.get("data", []):
+                vector = row.get("embedding", []) if isinstance(row, dict) else []
+                compact_data.append(
+                    {
+                        "index": row.get("index") if isinstance(row, dict) else None,
+                        "object": row.get("object") if isinstance(row, dict) else None,
+                        "embedding_dimensions": len(vector),
+                        "embedding_sha256": _sha256_json(vector),
+                    }
+                )
+            response_plain["data"] = compact_data
+        row = {
+            "timestamp_utc": dt.datetime.now(dt.timezone.utc).isoformat(),
+            "kind": kind,
+            "request": request_plain,
+            "request_sha256": _sha256_json(request_plain),
+            "response": response_plain,
+            "latency_seconds": round(time.perf_counter() - started, 3),
+            "success": error is None,
+            "transport_retries": transport_retries or [],
+            "error": (
+                None
+                if error is None
+                else {
+                    "type": type(error).__name__,
+                    "message": _redact_text(str(error))[:1000],
+                }
+            ),
+        }
+        encoded = json.dumps(row, ensure_ascii=False, separators=(",", ":")) + "\n"
+        with self._lock:
+            with self._path.open("a", encoding="utf-8") as handle:
+                handle.write(encoded)
+                handle.flush()
+                os.fsync(handle.fileno())
+
+
+RECORDER = ReceiptRecorder()
+
+
+def install(
+    *,
+    api_key: str,
+    api_base: str,
+    chat_model: str,
+    embedding_model: str,
+    receipt_path: Path,
+) -> None:
+    """Redirect the upstream GPT-3/GPT-4 calls to compatible current models."""
+
+    import openai
+
+    openai.api_key = api_key
+    openai.api_base = api_base
+    original_chat_create = openai.ChatCompletion.create
+    original_embedding_create = openai.Embedding.create
+    request_timeout = float(os.environ.get("GA_PROVIDER_TIMEOUT_SECONDS", "90"))
+    RECORDER.set_path(receipt_path)
+
+    def call_with_transient_retries(
+        *, kind: str, request: dict[str, Any], function: Any
+    ) -> Any:
+        started = time.perf_counter()
+        retries: list[dict[str, Any]] = []
+        for attempt in range(1, _MAX_TRANSPORT_ATTEMPTS + 1):
+            try:
+                response = function()
+            except BaseException as exc:
+                transient = type(exc).__name__ in _TRANSIENT_ERROR_NAMES
+                if transient and attempt < _MAX_TRANSPORT_ATTEMPTS:
+                    retries.append(
+                        {
+                            "attempt": attempt,
+                            "type": type(exc).__name__,
+                            "message": _redact_text(str(exc))[:1000],
+                        }
+                    )
+                    time.sleep(min(4.0, 0.5 * (2 ** (attempt - 1))))
+                    continue
+                RECORDER.record(
+                    kind=kind,
+                    request=request,
+                    started=started,
+                    error=exc,
+                    transport_retries=retries,
+                )
+                raise
+            RECORDER.record(
+                kind=kind,
+                request=request,
+                started=started,
+                response=response,
+                transport_retries=retries,
+            )
+            return response
+        raise AssertionError("unreachable provider retry loop")
+
+    def chat_create(**kwargs: Any) -> Any:
+        actual = dict(kwargs)
+        actual["model"] = chat_model
+        actual["enable_thinking"] = False
+        actual["request_timeout"] = request_timeout
+        request = _plain(actual)
+        return call_with_transient_retries(
+            kind="chat",
+            request=request,
+            function=lambda: original_chat_create(**actual),
+        )
+
+    def completion_create(**kwargs: Any) -> Any:
+        prompt = kwargs.get("prompt", "")
+        actual = {
+            "model": chat_model,
+            "messages": [{"role": "user", "content": prompt}],
+            "temperature": kwargs.get("temperature", 0.7),
+            "max_tokens": kwargs.get("max_tokens", 512),
+            "top_p": kwargs.get("top_p", 1),
+            "frequency_penalty": kwargs.get("frequency_penalty", 0),
+            "presence_penalty": kwargs.get("presence_penalty", 0),
+            "enable_thinking": False,
+            "request_timeout": request_timeout,
+        }
+        if kwargs.get("stop"):
+            actual["stop"] = kwargs["stop"]
+        request = _plain(actual)
+        response = call_with_transient_retries(
+            kind="chat",
+            request=request,
+            function=lambda: original_chat_create(**actual),
+        )
+        content = response["choices"][0]["message"]["content"]
+        return SimpleNamespace(choices=[SimpleNamespace(text=content)])
+
+    def embedding_create(**kwargs: Any) -> Any:
+        actual = dict(kwargs)
+        actual["model"] = embedding_model
+        actual["dimensions"] = 1024
+        actual["request_timeout"] = request_timeout
+        request = _plain(actual)
+        return call_with_transient_retries(
+            kind="embedding",
+            request=request,
+            function=lambda: original_embedding_create(**actual),
+        )
+
+    openai.ChatCompletion.create = staticmethod(chat_create)
+    openai.Completion.create = staticmethod(completion_create)
+    openai.Embedding.create = staticmethod(embedding_create)

chapter10/generative-agents/requirements.txt

@@ -0,0 +1,8 @@
+openai==0.27.10
+numpy==1.25.2
+scipy==1.11.1
+scikit-learn==1.3.0
+pandas==2.0.3
+nltk==3.6.5
+selenium==4.8.2
+pytest==8.4.2

chapter10/generative-agents/run_campaign.py

@@ -0,0 +1,624 @@
+#!/usr/bin/env python3
+"""Checkpointed runner for the pinned Stanford Generative Agents experiment."""
+
+from __future__ import annotations
+
+import argparse
+import csv
+import datetime as dt
+import gzip
+import json
+import os
+import queue
+import re
+import shutil
+import subprocess
+import sys
+import threading
+import time
+from contextlib import redirect_stdout
+from pathlib import Path
+from typing import Any, Callable
+
+
+SOURCE_COMMIT = "fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4"
+BASE_SIM = "base_the_ville_n25"
+SEED_SIM = "exp10_5_history_seed"
+TARGET_STEPS = 17_280
+DEFAULT_CHUNK_STEPS = 360
+ARMS = ("baseline", "custom_goal", "no_reflection")
+CUSTOM_CURRENTLY = (
+    "Isabella Rodriguez is organizing a community climate-resilience workshop "
+    "at Hobbs Cafe on February 14th, 2023, from 5pm to 7pm. She is gathering "
+    "workshop materials, recruiting helpers, and inviting everyone she meets."
+)
+TASK_DECOMP_MARKER = "Describe subtasks in 5 min increments."
+TASK_DECOMP_DURATION = re.compile(r"\(duration in minutes:\s*(\d+)\s*,")
+TASK_DECOMP_TOTAL = re.compile(r"total duration in minutes:?\s*(\d+)")
+TASK_DECOMP_PARSE_ERRORS = (IndexError, TypeError, ValueError)
+TASK_DECOMP_ATTEMPTS = 5
+POIGNANCY_SCALE_INSTRUCTION = "scale of 1 to 10"
+
+
+class ValidatedZero(int):
+    """Keep a parsed integer zero distinct from the legacy False sentinel."""
+
+    def __new__(cls) -> "ValidatedZero":
+        return super().__new__(cls, 0)
+
+    def __eq__(self, other: object) -> bool:
+        if other is False:
+            return False
+        return super().__eq__(other)
+
+    def __ne__(self, other: object) -> bool:
+        if other is False:
+            return True
+        return super().__ne__(other)
+
+
+def atomic_json(path: Path, value: Any) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    temporary = path.with_suffix(path.suffix + ".tmp")
+    temporary.write_text(json.dumps(value, indent=2, ensure_ascii=False) + "\n", encoding="utf-8")
+    os.replace(temporary, path)
+
+
+def git_commit(upstream: Path) -> str:
+    return subprocess.check_output(
+        ["git", "rev-parse", "HEAD"], cwd=upstream, text=True
+    ).strip()
+
+
+def configure_imports(upstream: Path, storage: Path, temp_storage: Path) -> None:
+    experiment_root = Path(__file__).resolve().parent
+    backend = upstream / "reverie" / "backend_server"
+    os.environ["GA_MAZE_ASSETS_ROOT"] = str(
+        (upstream / "environment" / "frontend_server" / "static_dirs" / "assets").resolve()
+    )
+    os.environ["GA_STORAGE_ROOT"] = str(storage.resolve())
+    os.environ["GA_TEMP_STORAGE_ROOT"] = str(temp_storage.resolve())
+    temp_storage.mkdir(parents=True, exist_ok=True)
+    sys.path.insert(0, str(experiment_root / "compat"))
+    sys.path.insert(1, str(backend))
+    os.chdir(backend)
+
+
+def install_provider(receipt_path: Path) -> None:
+    from provider_adapter import install
+
+    install(
+        api_key=os.environ["DASHSCOPE_API_KEY"],
+        api_base=os.environ.get(
+            "GA_OPENAI_API_BASE",
+            "https://dashscope-intl.aliyuncs.com/compatible-mode/v1",
+        ),
+        chat_model=os.environ.get("GA_CHAT_MODEL", "qwen3.7-flash"),
+        embedding_model=os.environ.get(
+            "GA_EMBEDDING_MODEL", "text-embedding-v4"
+        ),
+        receipt_path=receipt_path,
+    )
+
+
+def normalize_task_decomp_response(response: str, prompt: str) -> str | None:
+    """Keep only parseable duration rows, bounded by the requested total."""
+
+    total_match = TASK_DECOMP_TOTAL.search(prompt)
+    if not total_match:
+        return None
+    expected = int(total_match.group(1))
+    accumulated = 0
+    rows = []
+    for line in response.splitlines():
+        stripped = line.strip()
+        duration_match = TASK_DECOMP_DURATION.search(stripped)
+        if not duration_match:
+            continue
+        rows.append(stripped)
+        accumulated += int(duration_match.group(1))
+        if accumulated >= expected:
+            break
+    return "\n".join(rows) if rows else None
+
+
+def safe_task_decomp_generate(
+    request: Callable[[str, dict[str, Any]], str],
+    prompt: str,
+    parameters: dict[str, Any],
+    repeat: int,
+    fail_safe: Any,
+    validate: Callable[..., Any],
+    clean_up: Callable[..., Any],
+) -> Any:
+    """Use raw output when valid, otherwise clean deterministic task rows."""
+
+    last_parse_error: BaseException | None = None
+    for _ in range(repeat):
+        response = request(prompt, parameters)
+        try:
+            if validate(response, prompt=prompt):
+                return clean_up(response, prompt=prompt)
+        except TASK_DECOMP_PARSE_ERRORS as exc:
+            last_parse_error = exc
+        normalized = normalize_task_decomp_response(response, prompt)
+        if normalized and normalized != response:
+            try:
+                return clean_up(normalized, prompt=prompt)
+            except TASK_DECOMP_PARSE_ERRORS as exc:
+                last_parse_error = exc
+    if last_parse_error is not None:
+        raise last_parse_error
+    return fail_safe
+
+
+def install_task_decomp_compat() -> None:
+    """Repair task-decomposition parser input without editing upstream."""
+
+    from persona.prompt_template import gpt_structure, run_gpt_prompt
+
+    current = run_gpt_prompt.safe_generate_response
+    if getattr(current, "_exp10_5_task_decomp_compat", False):
+        return
+
+    def guarded(
+        prompt: str,
+        parameters: dict[str, Any],
+        repeat: int = TASK_DECOMP_ATTEMPTS,
+        fail_safe_response: Any = "error",
+        func_validate: Callable[..., Any] | None = None,
+        func_clean_up: Callable[..., Any] | None = None,
+        verbose: bool = False,
+    ) -> Any:
+        if (
+            TASK_DECOMP_MARKER not in prompt
+            or func_validate is None
+            or func_clean_up is None
+        ):
+            return current(
+                prompt,
+                parameters,
+                repeat,
+                fail_safe_response,
+                func_validate,
+                func_clean_up,
+                verbose,
+            )
+        return safe_task_decomp_generate(
+            gpt_structure.GPT_request,
+            prompt,
+            parameters,
+            repeat,
+            fail_safe_response,
+            func_validate,
+            func_clean_up,
+        )
+
+    guarded._exp10_5_task_decomp_compat = True  # type: ignore[attr-defined]
+    run_gpt_prompt.safe_generate_response = guarded
+
+
+def install_validated_zero_compat() -> None:
+    """Preserve validated zero poignancy instead of treating it as failure."""
+
+    from persona.prompt_template import run_gpt_prompt
+
+    current = run_gpt_prompt.ChatGPT_safe_generate_response
+    if getattr(current, "_exp10_5_validated_zero_compat", False):
+        return
+
+    def guarded(
+        prompt: str,
+        example_output: Any,
+        special_instruction: str,
+        *args: Any,
+        **kwargs: Any,
+    ) -> Any:
+        output = current(
+            prompt,
+            example_output,
+            special_instruction,
+            *args,
+            **kwargs,
+        )
+        if (
+            type(output) is int
+            and output == 0
+            and POIGNANCY_SCALE_INSTRUCTION in special_instruction
+        ):
+            return ValidatedZero()
+        return output
+
+    guarded._exp10_5_validated_zero_compat = True  # type: ignore[attr-defined]
+    run_gpt_prompt.ChatGPT_safe_generate_response = guarded
+
+
+def set_receipt_path(path: Path) -> None:
+    from provider_adapter import RECORDER
+
+    RECORDER.set_path(path)
+
+
+def load_history(server: Any, history_path: Path) -> dict[str, int]:
+    from persona.cognitive_modules.converse import load_history_via_whisper
+
+    whispers: list[list[str]] = []
+    with history_path.open(newline="", encoding="utf-8") as handle:
+        for row in csv.DictReader(handle):
+            name = row["Name"].strip()
+            whispers.extend(
+                [name, item.strip()]
+                for item in row["Whisper"].split(";")
+                if item.strip()
+            )
+    for persona in server.personas.values():
+        persona.scratch.curr_time = server.curr_time
+    load_history_via_whisper(server.personas, whispers)
+    for persona in server.personas.values():
+        persona.scratch.curr_time = None
+        memory_dir = (
+            Path(os.environ["GA_STORAGE_ROOT"])
+            / server.sim_code
+            / "personas"
+            / persona.name
+            / "bootstrap_memory"
+            / "associative_memory"
+        )
+        persona.a_mem.save(str(memory_dir))
+    return {
+        "rows": len({row[0] for row in whispers}),
+        "whispers": len(whispers),
+        "thought_nodes": sum(len(p.a_mem.seq_thought) for p in server.personas.values()),
+    }
+
+
+def _load_complete_json(path: Path, failures: "queue.Queue[BaseException]") -> dict:
+    while True:
+        if not failures.empty():
+            raise failures.get()
+        if path.is_file():
+            try:
+                return json.loads(path.read_text(encoding="utf-8"))
+            except json.JSONDecodeError:
+                pass
+        time.sleep(0.01)
+
+
+def drive_frontend(
+    storage: Path,
+    sim_code: str,
+    starting_step: int,
+    steps: int,
+    failures: "queue.Queue[BaseException]",
+) -> None:
+    try:
+        sim_dir = storage / sim_code
+        for step in range(starting_step, starting_step + steps):
+            movement = _load_complete_json(sim_dir / "movement" / f"{step}.json", failures)
+            current = _load_complete_json(sim_dir / "environment" / f"{step}.json", failures)
+            next_environment = {}
+            for name, state in current.items():
+                x, y = movement["persona"][name]["movement"]
+                next_environment[name] = {"maze": state["maze"], "x": x, "y": y}
+            output = sim_dir / "environment" / f"{step + 1}.json"
+            temporary = output.with_suffix(".json.tmp")
+            temporary.write_text(
+                json.dumps(next_environment, ensure_ascii=False, indent=2) + "\n",
+                encoding="utf-8",
+            )
+            os.replace(temporary, output)
+    except BaseException as exc:
+        failures.put(exc)
+
+
+def compress_receipt(path: Path) -> Path:
+    target = path.with_suffix(path.suffix + ".gz")
+    with path.open("rb") as source, gzip.open(target, "wb", compresslevel=9) as output:
+        shutil.copyfileobj(source, output)
+    path.unlink()
+    return target
+
+
+def quarantine_artifact(path: Path) -> Path | None:
+    """Move a non-canonical attempt aside without changing its file format."""
+
+    if not path.exists():
+        return None
+    name = path.name
+    for ending in (".jsonl.gz", ".jsonl"):
+        if name.endswith(ending):
+            stem = name[: -len(ending)]
+            target = path.with_name(
+                f"{stem}.failed-{time.time_ns()}{ending}"
+            )
+            path.rename(target)
+            return target
+    target = path.with_name(f"{name}.failed-{time.time_ns()}")
+    path.rename(target)
+    return target
+
+
+def receipt_summary(path: Path) -> dict[str, Any]:
+    opener = gzip.open if path.suffix == ".gz" else open
+    counts: dict[str, int] = {}
+    usage = {"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0}
+    calls = errors = 0
+    transport_retries = 0
+    latency = 0.0
+    with opener(path, "rt", encoding="utf-8") as handle:
+        for line in handle:
+            row = json.loads(line)
+            calls += 1
+            kind = row.get("kind", "unknown")
+            counts[kind] = counts.get(kind, 0) + 1
+            errors += not row.get("success", False)
+            transport_retries += len(row.get("transport_retries") or [])
+            latency += float(row.get("latency_seconds", 0))
+            response_usage = (row.get("response") or {}).get("usage") or {}
+            for key in usage:
+                usage[key] += int(response_usage.get(key, 0) or 0)
+    return {
+        "calls": calls,
+        "by_kind": counts,
+        "errors": errors,
+        "transport_retries": transport_retries,
+        "usage": usage,
+        "provider_latency_seconds": round(latency, 3),
+    }
+
+
+def validated_receipt_summary(
+    receipt_path: Path, correction_path: Path
+) -> dict[str, Any]:
+    """Reject recovered checkpoints whose canonical receipt contains errors."""
+
+    summary = receipt_summary(receipt_path)
+    if summary["errors"]:
+        failed_receipt = quarantine_artifact(receipt_path)
+        failed_correction = quarantine_artifact(correction_path)
+        raise RuntimeError(
+            "provider errors make checkpoint non-canonical: "
+            f"errors={summary['errors']}, receipt={failed_receipt}, "
+            f"compatibility={failed_correction}"
+        )
+    return summary
+
+
+def jsonl_rows(path: Path) -> int:
+    if not path.exists():
+        return 0
+    with path.open(encoding="utf-8") as handle:
+        return sum(1 for line in handle if line.strip())
+
+
+def ensure_base(upstream: Path, storage: Path) -> None:
+    source = (
+        upstream / "environment" / "frontend_server" / "storage" / BASE_SIM
+    )
+    target = storage / BASE_SIM
+    storage.mkdir(parents=True, exist_ok=True)
+    if not target.exists():
+        shutil.copytree(source, target)
+
+
+def prepare_seed(upstream: Path, output: Path) -> None:
+    from reverie import ReverieServer
+
+    storage = output / "storage"
+    seed_dir = storage / SEED_SIM
+    status_path = output / "seed_status.json"
+    if status_path.exists() and seed_dir.exists():
+        status = json.loads(status_path.read_text(encoding="utf-8"))
+        if status.get("complete"):
+            print(json.dumps(status, indent=2))
+            return
+    if seed_dir.exists():
+        shutil.rmtree(seed_dir)
+    receipt_path = output / "receipts" / "seed_history.jsonl"
+    if receipt_path.exists():
+        failed = receipt_path.with_name(
+            f"seed_history.failed-{int(time.time())}.jsonl"
+        )
+        receipt_path.rename(failed)
+    set_receipt_path(receipt_path)
+    started = time.perf_counter()
+    with open(os.devnull, "w") as sink, redirect_stdout(sink):
+        server = ReverieServer(BASE_SIM, SEED_SIM)
+        history_path = (
+            upstream
+            / "environment"
+            / "frontend_server"
+            / "static_dirs"
+            / "assets"
+            / "the_ville"
+            / "agent_history_init_n25.csv"
+        )
+        history = load_history(server, history_path)
+    compressed = compress_receipt(receipt_path)
+    status = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "complete": True,
+        "source_commit": SOURCE_COMMIT,
+        "seed_sim": SEED_SIM,
+        "personas": len(server.personas),
+        "step": server.step,
+        "current_time": server.curr_time.isoformat(),
+        "history": history,
+        "receipt": str(compressed.relative_to(output)),
+        "receipt_summary": receipt_summary(compressed),
+        "wall_seconds": round(time.perf_counter() - started, 3),
+    }
+    atomic_json(status_path, status)
+    print(json.dumps(status, indent=2))
+
+
+def configure_arm(server: Any, arm: str, starting_step: int) -> None:
+    if arm == "custom_goal" and starting_step == 0:
+        server.personas["Isabella Rodriguez"].scratch.currently = CUSTOM_CURRENTLY
+    if arm == "no_reflection":
+        from persona.persona import Persona
+
+        Persona.reflect = lambda self: None
+        for persona in server.personas.values():
+            persona.scratch.importance_trigger_max = 1_000_000_000
+            persona.scratch.importance_trigger_curr = 1_000_000_000
+
+
+def run_arm(
+    upstream: Path,
+    output: Path,
+    arm: str,
+    target_steps: int,
+    chunk_steps: int,
+    max_chunks: int | None,
+) -> None:
+    from reverie import ReverieServer
+    from action_arena_compat import install as install_action_arena_compat
+
+    correction_recorder = install_action_arena_compat()
+    install_task_decomp_compat()
+    install_validated_zero_compat()
+
+    seed_status = json.loads((output / "seed_status.json").read_text(encoding="utf-8"))
+    if not seed_status.get("complete"):
+        raise RuntimeError("history seed is incomplete")
+    storage = output / "storage"
+    status_path = output / "status" / f"{arm}.json"
+    if status_path.exists():
+        status = json.loads(status_path.read_text(encoding="utf-8"))
+    else:
+        status = {
+            "schema_version": 1,
+            "experiment": "10-5",
+            "source_commit": SOURCE_COMMIT,
+            "arm": arm,
+            "personas": 25,
+            "target_steps": target_steps,
+            "sec_per_step": 10,
+            "current_sim": SEED_SIM,
+            "completed_steps": 0,
+            "checkpoints": [],
+            "complete": False,
+        }
+    chunks_this_run = 0
+    while status["completed_steps"] < target_steps:
+        if max_chunks is not None and chunks_this_run >= max_chunks:
+            break
+        start_step = int(status["completed_steps"])
+        steps = min(chunk_steps, target_steps - start_step)
+        end_step = start_step + steps
+        sim_code = f"exp10_5_{arm}_{end_step:05d}"
+        target_dir = storage / sim_code
+        if target_dir.exists():
+            shutil.rmtree(target_dir)
+        receipt_path = output / "receipts" / arm / f"steps_{start_step:05d}_{end_step:05d}.jsonl"
+        quarantine_artifact(receipt_path)
+        quarantine_artifact(receipt_path.with_suffix(receipt_path.suffix + ".gz"))
+        correction_path = (
+            output
+            / "compatibility"
+            / arm
+            / f"steps_{start_step:05d}_{end_step:05d}.jsonl"
+        )
+        quarantine_artifact(correction_path)
+        set_receipt_path(receipt_path)
+        correction_recorder.set_path(correction_path)
+        started = time.perf_counter()
+        failures: "queue.Queue[BaseException]" = queue.Queue()
+        with open(os.devnull, "w") as sink, redirect_stdout(sink):
+            server = ReverieServer(status["current_sim"], sim_code)
+            (target_dir / "movement").mkdir(exist_ok=True)
+            if server.step != start_step:
+                raise RuntimeError(
+                    f"checkpoint step mismatch: expected {start_step}, got {server.step}"
+                )
+            configure_arm(server, arm, start_step)
+            server.server_sleep = 0.001
+            controller = threading.Thread(
+                target=drive_frontend,
+                args=(storage, sim_code, start_step, steps, failures),
+                daemon=True,
+            )
+            controller.start()
+            server.start_server(steps)
+            controller.join(timeout=30)
+            if controller.is_alive():
+                raise RuntimeError("headless frontend controller did not finish")
+            if not failures.empty():
+                raise failures.get()
+            server.save()
+        compressed = compress_receipt(receipt_path)
+        provider_summary = validated_receipt_summary(compressed, correction_path)
+        checkpoint = {
+            "start_step": start_step,
+            "end_step": end_step,
+            "start_time": (server.curr_time - dt.timedelta(seconds=10 * steps)).isoformat(),
+            "end_time": server.curr_time.isoformat(),
+            "sim_code": sim_code,
+            "receipt": str(compressed.relative_to(output)),
+            "receipt_summary": provider_summary,
+            "compatibility_receipt": (
+                str(correction_path.relative_to(output))
+                if correction_path.exists()
+                else None
+            ),
+            "compatibility_corrections": jsonl_rows(correction_path),
+            "wall_seconds": round(time.perf_counter() - started, 3),
+        }
+        previous_sim = status["current_sim"]
+        status["current_sim"] = sim_code
+        status["completed_steps"] = end_step
+        status["checkpoints"].append(checkpoint)
+        status["complete"] = end_step == target_steps
+        atomic_json(status_path, status)
+        if previous_sim not in {SEED_SIM, BASE_SIM} and start_step != 8_640:
+            previous_dir = storage / previous_sim
+            if previous_dir.exists():
+                shutil.rmtree(previous_dir)
+        chunks_this_run += 1
+        print(json.dumps(checkpoint, ensure_ascii=False), flush=True)
+    print(json.dumps(status, indent=2, ensure_ascii=False))
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--upstream", type=Path, required=True)
+    parser.add_argument("--output", type=Path, required=True)
+    parser.add_argument("--mode", choices=("seed", "arm"), required=True)
+    parser.add_argument("--arm", choices=ARMS)
+    parser.add_argument("--target-steps", type=int, default=TARGET_STEPS)
+    parser.add_argument("--chunk-steps", type=int, default=DEFAULT_CHUNK_STEPS)
+    parser.add_argument("--max-chunks", type=int)
+    args = parser.parse_args()
+    upstream = args.upstream.resolve()
+    output = args.output.resolve()
+    if git_commit(upstream) != SOURCE_COMMIT:
+        raise SystemExit(f"upstream must be pinned to {SOURCE_COMMIT}")
+    output.mkdir(parents=True, exist_ok=True)
+    storage = output / "storage"
+    temp_storage = output / "temp" / (args.arm or "seed")
+    ensure_base(upstream, storage)
+    configure_imports(upstream, storage, temp_storage)
+    initial_receipt = output / "receipts" / "bootstrap.jsonl"
+    install_provider(initial_receipt)
+    if args.mode == "seed":
+        prepare_seed(upstream, output)
+    else:
+        if not args.arm:
+            parser.error("--arm is required with --mode arm")
+        run_arm(
+            upstream,
+            output,
+            args.arm,
+            args.target_steps,
+            args.chunk_steps,
+            args.max_chunks,
+        )
+    if initial_receipt.exists() and initial_receipt.stat().st_size == 0:
+        initial_receipt.unlink()
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/start_supervisor.py

@@ -0,0 +1,60 @@
+#!/usr/bin/env python3
+"""Start the Experiment 10-5 supervisor in a detached process session."""
+
+from __future__ import annotations
+
+import argparse
+import datetime as dt
+import json
+import os
+import subprocess
+import sys
+from pathlib import Path
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--upstream", type=Path, required=True)
+    parser.add_argument("--output", type=Path, required=True)
+    parser.add_argument("--python", type=Path, default=Path(sys.executable))
+    args = parser.parse_args()
+    output = args.output.resolve()
+    command = [
+        str(args.python.expanduser().absolute()),
+        str(Path(__file__).resolve().with_name("supervise_campaigns.py")),
+        "--upstream",
+        str(args.upstream.resolve()),
+        "--output",
+        str(output),
+        "--python",
+        str(args.python.expanduser().absolute()),
+    ]
+    log_path = output / "logs" / "supervisor.log"
+    log_path.parent.mkdir(parents=True, exist_ok=True)
+    with log_path.open("ab", buffering=0) as handle:
+        process = subprocess.Popen(
+            command,
+            stdin=subprocess.DEVNULL,
+            stdout=handle,
+            stderr=subprocess.STDOUT,
+            cwd=Path(__file__).resolve().parents[2],
+            env=os.environ.copy(),
+            start_new_session=True,
+        )
+    record = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "launched_at": dt.datetime.now(dt.timezone.utc).isoformat(),
+        "pid": process.pid,
+        "command": command,
+        "log": str(log_path.relative_to(output)),
+    }
+    (output / "supervisor_launch.json").write_text(
+        json.dumps(record, indent=2) + "\n"
+    )
+    print(json.dumps(record, indent=2))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/supervise_campaigns.py

@@ -0,0 +1,193 @@
+#!/usr/bin/env python3
+"""Supervise and automatically resume all long-running Experiment 10-5 arms."""
+
+from __future__ import annotations
+
+import argparse
+import datetime as dt
+import json
+import os
+import signal
+import subprocess
+import time
+from pathlib import Path
+
+
+ARMS = ("baseline", "custom_goal", "no_reflection")
+
+
+def atomic_json(path: Path, value: dict) -> None:
+    temporary = path.with_suffix(path.suffix + ".tmp")
+    temporary.write_text(json.dumps(value, indent=2) + "\n", encoding="utf-8")
+    os.replace(temporary, path)
+
+
+def process_alive(pid: int | None) -> bool:
+    if not pid:
+        return False
+    try:
+        os.kill(pid, 0)
+    except OSError:
+        return False
+    return True
+
+
+def arm_complete(output: Path, arm: str) -> bool:
+    path = output / "status" / f"{arm}.json"
+    return path.exists() and json.loads(path.read_text(encoding="utf-8")).get("complete") is True
+
+
+def live_receipt_has_error(
+    output: Path, arm: str, target_steps: int, chunk_steps: int
+) -> bool:
+    """Detect a failed provider call before an expensive chunk finishes."""
+
+    status_path = output / "status" / f"{arm}.json"
+    completed = 0
+    if status_path.exists():
+        completed = int(json.loads(status_path.read_text(encoding="utf-8")).get("completed_steps", 0))
+    if completed >= target_steps:
+        return False
+    end = min(completed + chunk_steps, target_steps)
+    receipt = (
+        output
+        / "receipts"
+        / arm
+        / f"steps_{completed:05d}_{end:05d}.jsonl"
+    )
+    if not receipt.exists():
+        return False
+    with receipt.open(encoding="utf-8") as handle:
+        for line in handle:
+            try:
+                row = json.loads(line)
+            except json.JSONDecodeError:
+                continue
+            if row.get("success") is not True:
+                return True
+    return False
+
+
+def command_for(args: argparse.Namespace, arm: str) -> list[str]:
+    return [
+        str(args.python.expanduser().absolute()),
+        str(Path(__file__).resolve().with_name("run_campaign.py")),
+        "--upstream",
+        str(args.upstream.resolve()),
+        "--output",
+        str(args.output.resolve()),
+        "--mode",
+        "arm",
+        "--arm",
+        arm,
+        "--target-steps",
+        str(args.target_steps),
+        "--chunk-steps",
+        str(args.chunk_steps),
+    ]
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--upstream", type=Path, required=True)
+    parser.add_argument("--output", type=Path, required=True)
+    parser.add_argument("--python", type=Path, required=True)
+    parser.add_argument("--target-steps", type=int, default=17_280)
+    parser.add_argument("--chunk-steps", type=int, default=360)
+    parser.add_argument("--poll-seconds", type=int, default=30)
+    args = parser.parse_args()
+    output = args.output.resolve()
+    status_path = output / "supervisor_status.json"
+    launch_path = output / "launch.json"
+    launch = json.loads(launch_path.read_text(encoding="utf-8")) if launch_path.exists() else {"launches": []}
+    pids = {
+        row["arm"]: row.get("pid")
+        for row in launch.get("launches", [])
+        if row.get("arm") in ARMS
+    }
+    attempts = {arm: 0 for arm in ARMS}
+    error_aborts = {arm: 0 for arm in ARMS}
+    if status_path.exists():
+        previous = json.loads(status_path.read_text(encoding="utf-8"))
+        for arm, pid in previous.get("pids", {}).items():
+            if (
+                arm in ARMS
+                and pid
+                and process_alive(pid)
+                and not process_alive(pids.get(arm))
+            ):
+                pids[arm] = pid
+        for arm, count in previous.get("attempts", {}).items():
+            if arm in ARMS:
+                attempts[arm] = int(count)
+        for arm, count in previous.get("provider_error_aborts", {}).items():
+            if arm in ARMS:
+                error_aborts[arm] = int(count)
+    children: dict[str, subprocess.Popen] = {}
+    while True:
+        complete = {arm: arm_complete(output, arm) for arm in ARMS}
+        if all(complete.values()):
+            atomic_json(
+                status_path,
+                {
+                    "schema_version": 1,
+                    "experiment": "10-5",
+                    "complete": True,
+                    "completed_at": dt.datetime.now(dt.timezone.utc).isoformat(),
+                    "attempts": attempts,
+                    "provider_error_aborts": error_aborts,
+                    "pids": pids,
+                },
+            )
+            return 0
+        for arm in ARMS:
+            child = children.get(arm)
+            if child is not None and child.poll() is not None:
+                children.pop(arm)
+                pids[arm] = None
+            if (
+                not complete[arm]
+                and process_alive(pids.get(arm))
+                and live_receipt_has_error(
+                    output, arm, args.target_steps, args.chunk_steps
+                )
+            ):
+                os.kill(pids[arm], signal.SIGTERM)
+                pids[arm] = None
+                error_aborts[arm] += 1
+                continue
+            if complete[arm] or process_alive(pids.get(arm)):
+                continue
+            command = command_for(args, arm)
+            log_path = output / "logs" / f"{arm}.log"
+            with log_path.open("ab", buffering=0) as handle:
+                process = subprocess.Popen(
+                    command,
+                    stdin=subprocess.DEVNULL,
+                    stdout=handle,
+                    stderr=subprocess.STDOUT,
+                    cwd=Path(__file__).resolve().parents[2],
+                    env=os.environ.copy(),
+                    start_new_session=True,
+                )
+            children[arm] = process
+            pids[arm] = process.pid
+            attempts[arm] += 1
+        atomic_json(
+            status_path,
+            {
+                "schema_version": 1,
+                "experiment": "10-5",
+                "complete": False,
+                "checked_at": dt.datetime.now(dt.timezone.utc).isoformat(),
+                "arms_complete": complete,
+                "attempts": attempts,
+                "provider_error_aborts": error_aborts,
+                "pids": pids,
+            },
+        )
+        time.sleep(max(5, args.poll_seconds))
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/tests/conftest.py

@@ -0,0 +1,10 @@
+from __future__ import annotations
+
+import sys
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+if str(ROOT) not in sys.path:
+    sys.path.insert(0, str(ROOT))
+

chapter10/generative-agents/tests/test_campaign_storage.py

@@ -0,0 +1,41 @@
+from __future__ import annotations
+
+import json
+from pathlib import Path
+
+from supervise_campaigns import live_receipt_has_error
+
+
+def test_runner_creates_movement_directory_after_fork():
+    source = Path(__file__).resolve().parents[1] / "run_campaign.py"
+    text = source.read_text(encoding="utf-8")
+    constructor = 'server = ReverieServer(status["current_sim"], sim_code)'
+    mkdir = '(target_dir / "movement").mkdir(exist_ok=True)'
+    assert constructor in text
+    assert mkdir in text
+    assert text.index(constructor) < text.index(mkdir)
+
+
+def test_packager_retains_action_arena_compatibility_receipts():
+    source = Path(__file__).resolve().parents[1] / "package_evidence.py"
+    text = source.read_text(encoding="utf-8")
+    assert 'compatibility = output / "compatibility"' in text
+    assert 'shutil.copytree(compatibility, destination / "compatibility")' in text
+
+
+def test_supervisor_detects_provider_error_in_live_checkpoint(tmp_path):
+    status = tmp_path / "status" / "baseline.json"
+    status.parent.mkdir()
+    status.write_text(json.dumps({"completed_steps": 360}), encoding="utf-8")
+    receipt = tmp_path / "receipts" / "baseline" / "steps_00360_00720.jsonl"
+    receipt.parent.mkdir(parents=True)
+    receipt.write_text(
+        json.dumps({"success": True})
+        + "\n"
+        + json.dumps({"success": False})
+        + "\n",
+        encoding="utf-8",
+    )
+    assert live_receipt_has_error(tmp_path, "baseline", 17_280, 360) is True
+    receipt.write_text(json.dumps({"success": True}) + "\n", encoding="utf-8")
+    assert live_receipt_has_error(tmp_path, "baseline", 17_280, 360) is False

chapter10/generative-agents/tests/test_judge_plausibility.py

@@ -0,0 +1,47 @@
+from __future__ import annotations
+
+import json
+
+import pytest
+
+from judge_plausibility import (
+    DIMENSIONS,
+    evenly_sample,
+    load_canonical_judgments,
+    parse_json_object,
+)
+
+
+def test_evenly_sample_keeps_endpoints():
+    assert evenly_sample(list(range(10)), 4) == [0, 3, 6, 9]
+    assert evenly_sample([1, 2], 4) == [1, 2]
+
+
+def test_parse_json_object_validates_all_scores():
+    value = {
+        "A": {dimension: 4 for dimension in DIMENSIONS},
+        "B": {dimension: 3 for dimension in DIMENSIONS},
+        "preferred": "A",
+        "evidence": {},
+        "confidence": "medium",
+    }
+    assert parse_json_object(f"```json\n{json.dumps(value)}\n```") == value
+    value["A"][DIMENSIONS[0]] = 6
+    with pytest.raises(ValueError, match="invalid A"):
+        parse_json_object(json.dumps(value))
+
+
+def test_load_canonical_judgments_quarantines_failed_rows(tmp_path):
+    receipts = tmp_path / "plausibility_judgments.jsonl"
+    successful = {"persona": "A", "success": True}
+    failed = {"persona": "B", "success": False, "error": {"type": "Timeout"}}
+    receipts.write_text(
+        json.dumps(successful) + "\n" + json.dumps(failed) + "\n",
+        encoding="utf-8",
+    )
+
+    assert load_canonical_judgments(receipts) == [successful]
+    assert receipts.read_text(encoding="utf-8") == json.dumps(successful) + "\n"
+    quarantined = list(tmp_path.glob("plausibility_judgments.failed-*.jsonl"))
+    assert len(quarantined) == 1
+    assert json.loads(quarantined[0].read_text(encoding="utf-8")) == failed

chapter10/generative-agents/tests/test_provider_adapter.py

@@ -0,0 +1,154 @@
+from __future__ import annotations
+
+import json
+import sys
+from types import SimpleNamespace
+
+from provider_adapter import ReceiptRecorder, install
+
+
+class Response(dict):
+    def to_dict_recursive(self):
+        return dict(self)
+
+
+def test_recorder_materializes_zero_call_checkpoint(tmp_path):
+    receipt = tmp_path / "nested" / "empty.jsonl"
+    recorder = ReceiptRecorder()
+    recorder.set_path(receipt)
+    assert receipt.is_file()
+    assert receipt.read_bytes() == b""
+
+
+def test_adapter_overrides_legacy_models_and_compacts_embeddings(tmp_path, monkeypatch):
+    calls = []
+
+    class ChatCompletion:
+        @classmethod
+        def create(cls, **kwargs):
+            calls.append(("chat", kwargs))
+            return Response(
+                id="chat-id",
+                model=kwargs["model"],
+                choices=[{"message": {"content": "ok"}}],
+                usage={"prompt_tokens": 2, "completion_tokens": 1, "total_tokens": 3},
+            )
+
+    class Completion:
+        @classmethod
+        def create(cls, **kwargs):
+            raise AssertionError("legacy completion endpoint should not be called")
+
+    class Embedding:
+        @classmethod
+        def create(cls, **kwargs):
+            calls.append(("embedding", kwargs))
+            return Response(
+                id="embedding-id",
+                model=kwargs["model"],
+                data=[{"index": 0, "object": "embedding", "embedding": [0.1, 0.2]}],
+                usage={"prompt_tokens": 1, "total_tokens": 1},
+            )
+
+    fake_openai = SimpleNamespace(
+        api_key=None,
+        api_base=None,
+        ChatCompletion=ChatCompletion,
+        Completion=Completion,
+        Embedding=Embedding,
+    )
+    monkeypatch.setitem(sys.modules, "openai", fake_openai)
+    receipt = tmp_path / "calls.jsonl"
+    install(
+        api_key="test-key-not-retained",
+        api_base="https://example.invalid/v1",
+        chat_model="current-chat",
+        embedding_model="current-embedding",
+        receipt_path=receipt,
+    )
+
+    chat = fake_openai.ChatCompletion.create(model="gpt-3.5-turbo", messages=[])
+    completion = fake_openai.Completion.create(model="text-davinci-003", prompt="hello")
+    embedding = fake_openai.Embedding.create(model="text-embedding-ada-002", input=["x"])
+
+    assert chat["id"] == "chat-id"
+    assert completion.choices[0].text == "ok"
+    assert embedding["data"][0]["embedding"] == [0.1, 0.2]
+    assert [call[1]["model"] for call in calls] == [
+        "current-chat",
+        "current-chat",
+        "current-embedding",
+    ]
+    assert all(call[1]["request_timeout"] == 90 for call in calls)
+    rows = [json.loads(line) for line in receipt.read_text().splitlines()]
+    assert len(rows) == 3
+    assert all(row["success"] for row in rows)
+    compact = rows[-1]["response"]["data"][0]
+    assert compact["embedding_dimensions"] == 2
+    assert "embedding" not in compact
+    assert "test-key-not-retained" not in receipt.read_text()
+
+
+def test_adapter_retries_transient_connection_and_records_one_logical_call(
+    tmp_path, monkeypatch
+):
+    attempts = 0
+
+    class APIConnectionError(Exception):
+        pass
+
+    class ChatCompletion:
+        @classmethod
+        def create(cls, **kwargs):
+            nonlocal attempts
+            attempts += 1
+            if attempts == 1:
+                raise APIConnectionError("connection closed")
+            return Response(
+                id="retry-success",
+                model=kwargs["model"],
+                choices=[{"message": {"content": "ok"}}],
+                usage={"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2},
+            )
+
+    class Completion:
+        @classmethod
+        def create(cls, **kwargs):
+            raise AssertionError("legacy completion endpoint should not be called")
+
+    class Embedding:
+        @classmethod
+        def create(cls, **kwargs):
+            raise AssertionError("embedding endpoint should not be called")
+
+    fake_openai = SimpleNamespace(
+        api_key=None,
+        api_base=None,
+        ChatCompletion=ChatCompletion,
+        Completion=Completion,
+        Embedding=Embedding,
+    )
+    monkeypatch.setitem(sys.modules, "openai", fake_openai)
+    monkeypatch.setattr("provider_adapter.time.sleep", lambda _: None)
+    receipt = tmp_path / "retry.jsonl"
+    install(
+        api_key="test-key-not-retained",
+        api_base="https://example.invalid/v1",
+        chat_model="current-chat",
+        embedding_model="current-embedding",
+        receipt_path=receipt,
+    )
+
+    response = fake_openai.ChatCompletion.create(model="legacy", messages=[])
+    rows = [json.loads(line) for line in receipt.read_text().splitlines()]
+    assert response["id"] == "retry-success"
+    assert attempts == 2
+    assert len(rows) == 1
+    assert rows[0]["success"] is True
+    assert rows[0]["transport_retries"] == [
+        {
+            "attempt": 1,
+            "type": "APIConnectionError",
+            "message": "connection closed",
+        }
+    ]

chapter10/generative-agents/tests/test_runner_helpers.py

@@ -0,0 +1,193 @@
+from __future__ import annotations
+
+import gzip
+import json
+
+import pytest
+
+from action_arena_compat import normalize_action_arena
+from run_campaign import (
+    CUSTOM_CURRENTLY,
+    ValidatedZero,
+    normalize_task_decomp_response,
+    quarantine_artifact,
+    receipt_summary,
+    safe_task_decomp_generate,
+    validated_receipt_summary,
+)
+
+
+def test_receipt_summary_counts_calls_usage_and_errors(tmp_path):
+    path = tmp_path / "receipts.jsonl.gz"
+    rows = [
+        {
+            "kind": "chat",
+            "success": True,
+            "latency_seconds": 1.25,
+            "response": {"usage": {"prompt_tokens": 4, "completion_tokens": 2, "total_tokens": 6}},
+        },
+        {
+            "kind": "embedding",
+            "success": False,
+            "latency_seconds": 0.5,
+            "response": None,
+        },
+    ]
+    with gzip.open(path, "wt", encoding="utf-8") as handle:
+        for row in rows:
+            handle.write(json.dumps(row) + "\n")
+    assert receipt_summary(path) == {
+        "calls": 2,
+        "by_kind": {"chat": 1, "embedding": 1},
+        "errors": 1,
+        "transport_retries": 0,
+        "usage": {"prompt_tokens": 4, "completion_tokens": 2, "total_tokens": 6},
+        "provider_latency_seconds": 1.75,
+    }
+
+
+def test_custom_goal_is_specific_and_time_bounded():
+    assert "climate-resilience workshop" in CUSTOM_CURRENTLY
+    assert "February 14th, 2023" in CUSTOM_CURRENTLY
+    assert "5pm to 7pm" in CUSTOM_CURRENTLY
+
+
+def test_validated_zero_is_numeric_but_not_the_false_sentinel():
+    value = ValidatedZero()
+
+    assert value == 0
+    assert value != False  # noqa: E712 - verifies the upstream comparison exactly
+    assert int(value) == 0
+    assert json.dumps({"poignancy": value}) == '{"poignancy": 0}'
+
+
+def test_task_decomp_normalization_discards_prose_and_bounds_duration():
+    prompt = "Describe subtasks in 5 min increments. (total duration in minutes 10):"
+    response = """The prompt is contradictory.
+1) Wolfgang is resting. (duration in minutes: 5, minutes left: 5)
+2) Wolfgang is resting. (duration in minutes: 5, minutes left: 0)
+Here is an alternative.
+1) Wolfgang is studying. (duration in minutes: 10, minutes left: 0)"""
+
+    assert normalize_task_decomp_response(response, prompt) == (
+        "1) Wolfgang is resting. (duration in minutes: 5, minutes left: 5)\n"
+        "2) Wolfgang is resting. (duration in minutes: 5, minutes left: 0)"
+    )
+
+
+def test_task_decomp_generation_cleans_malformed_response_without_requery():
+    calls = 0
+    prompt = "Describe subtasks in 5 min increments. (total duration in minutes 10):"
+    response = """Commentary.
+1) Wolfgang is resting. (duration in minutes: 5, minutes left: 5)
+2) Wolfgang is resting. (duration in minutes: 5, minutes left: 0)"""
+
+    def request(prompt, parameters):
+        nonlocal calls
+        calls += 1
+        return response
+
+    def clean_up(value, prompt):
+        if value.startswith("Commentary"):
+            raise IndexError("missing duration")
+        return value.splitlines()
+
+    result = safe_task_decomp_generate(
+        request, prompt, {}, 5, ["asleep"], lambda value, prompt: value, clean_up
+    )
+
+    assert len(result) == 2
+    assert calls == 1
+
+
+def test_task_decomp_generation_raises_after_five_unparseable_responses():
+    calls = 0
+
+    def request(prompt, parameters):
+        nonlocal calls
+        calls += 1
+        return "unstructured prose"
+
+    def clean_up(value, prompt):
+        raise ValueError("invalid duration")
+
+    with pytest.raises(ValueError, match="invalid duration"):
+        safe_task_decomp_generate(
+            request,
+            "Describe subtasks in 5 min increments. (total duration in minutes 60):",
+            {},
+            5,
+            ["asleep"],
+            lambda value, prompt: value,
+            clean_up,
+        )
+
+    assert calls == 5
+
+
+def test_action_arena_strips_legacy_leading_brace():
+    allowed = ["common room", "Tom and Jane Moreno's bedroom", "kitchen"]
+    result = normalize_action_arena(
+        "{Tom and Jane Moreno's bedroom}", allowed, "common room"
+    )
+    assert result.value == "Tom and Jane Moreno's bedroom"
+    assert result.reason == "stripped_response_wrappers"
+    assert result.fallback is False
+
+
+def test_action_arena_matches_case_insensitively_to_exact_allowed_value():
+    allowed = ["common room", "Tom and Jane Moreno's bedroom", "kitchen"]
+    result = normalize_action_arena(
+        "  {TOM AND JANE MORENO'S BEDROOM}  ", allowed, "common room"
+    )
+    assert result.value == "Tom and Jane Moreno's bedroom"
+    assert result.reason == "case_insensitive_exact_match"
+    assert result.fallback is False
+
+
+def test_action_arena_invalid_output_falls_back_only_within_accessible_arenas():
+    allowed = ["common room", "kitchen"]
+    current_result = normalize_action_arena("private vault", allowed, "kitchen")
+    assert current_result.value == "kitchen"
+    assert current_result.value in allowed
+    assert current_result.fallback is True
+
+    first_result = normalize_action_arena("private vault", allowed, "bedroom")
+    assert first_result.value == "common room"
+    assert first_result.value in allowed
+    assert first_result.fallback is True
+
+
+def test_provider_error_checkpoint_is_quarantined_with_compatibility_receipt(tmp_path):
+    receipt = tmp_path / "steps_00000_00360.jsonl.gz"
+    with gzip.open(receipt, "wt", encoding="utf-8") as handle:
+        handle.write(
+            json.dumps(
+                {
+                    "kind": "chat",
+                    "success": False,
+                    "latency_seconds": 1,
+                    "response": None,
+                }
+            )
+            + "\n"
+        )
+    compatibility = tmp_path / "steps_00000_00360.jsonl"
+    compatibility.write_text("{}\n", encoding="utf-8")
+
+    with pytest.raises(RuntimeError, match="provider errors make checkpoint"):
+        validated_receipt_summary(receipt, compatibility)
+
+    assert not receipt.exists()
+    assert not compatibility.exists()
+    assert len(list(tmp_path.glob("steps_00000_00360.failed-*.jsonl.gz"))) == 1
+    assert len(list(tmp_path.glob("steps_00000_00360.failed-*.jsonl"))) == 1
+
+
+def test_quarantine_preserves_non_receipt_suffix(tmp_path):
+    artifact = tmp_path / "state.bin"
+    artifact.write_bytes(b"state")
+    target = quarantine_artifact(artifact)
+    assert target is not None
+    assert target.read_bytes() == b"state"
+    assert target.name.startswith("state.bin.failed-")

chapter10/generative-agents/tests/test_validate_campaign.py

@@ -0,0 +1,41 @@
+from __future__ import annotations
+
+from validate_campaign import (
+    canonical_provider_receipt,
+    compatibility_correction_valid,
+    positive_provider_usage,
+)
+
+
+def test_positive_provider_usage_ignores_nested_token_details():
+    row = {
+        "response": {
+            "usage": {
+                "prompt_tokens": 49,
+                "prompt_tokens_details": {"cached_tokens": 0},
+                "total_tokens": 69,
+            }
+        }
+    }
+    assert positive_provider_usage(row) is True
+
+
+def test_compatibility_correction_must_resolve_to_accessible_arena():
+    row = {
+        "kind": "action_arena_compatibility_correction",
+        "raw_output": "{Tom and Jane Moreno's bedroom",
+        "normalized_output": "Tom and Jane Moreno's bedroom",
+        "accessible_arenas": ["common room", "Tom and Jane Moreno's bedroom"],
+        "reason": "stripped_response_wrappers",
+        "fallback": False,
+    }
+    assert compatibility_correction_valid(row) is True
+    row["normalized_output"] = "private vault"
+    assert compatibility_correction_valid(row) is False
+
+
+def test_failed_compressed_receipts_are_not_canonical(tmp_path):
+    assert canonical_provider_receipt(tmp_path / "steps_00000_00360.jsonl.gz")
+    assert not canonical_provider_receipt(
+        tmp_path / "steps_00000_00360.failed-123.jsonl.gz"
+    )

chapter10/generative-agents/validate_campaign.py

@@ -0,0 +1,267 @@
+#!/usr/bin/env python3
+"""Independently validate the retained evidence for Experiment 10-5."""
+
+from __future__ import annotations
+
+import argparse
+import gzip
+import hashlib
+import json
+import re
+from collections import Counter
+from pathlib import Path
+
+
+ARMS = ("baseline", "custom_goal", "no_reflection")
+SOURCE_COMMIT = "fe05a71d3e4ed7d10bf68aa4eda6dd995ec070f4"
+SECRET_PATTERNS = (
+    re.compile(rb"sk-[A-Za-z0-9_-]{20,}"),
+    re.compile(rb"AIza[A-Za-z0-9_-]{20,}"),
+)
+
+
+def load_json(path: Path):
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
+def sha256(path: Path) -> str:
+    digest = hashlib.sha256()
+    with path.open("rb") as handle:
+        for chunk in iter(lambda: handle.read(1024 * 1024), b""):
+            digest.update(chunk)
+    return digest.hexdigest()
+
+
+def jsonl_rows(path: Path):
+    opener = gzip.open if path.suffix == ".gz" else open
+    with opener(path, "rt", encoding="utf-8") as handle:
+        for line in handle:
+            if line.strip():
+                yield json.loads(line)
+
+
+def contains_secret(path: Path) -> bool:
+    opener = gzip.open if path.suffix == ".gz" else open
+    try:
+        with opener(path, "rb") as handle:
+            for chunk in iter(lambda: handle.read(1024 * 1024), b""):
+                if any(pattern.search(chunk) for pattern in SECRET_PATTERNS):
+                    return True
+    except (OSError, EOFError):
+        return True
+    return False
+
+
+def positive_provider_usage(row: dict) -> bool:
+    """Accept provider usage objects even when they contain nested details."""
+
+    usage = (row.get("response") or {}).get("usage") or {}
+    total = usage.get("total_tokens")
+    if isinstance(total, (int, float)) and not isinstance(total, bool):
+        return total > 0
+    return any(
+        isinstance(value, (int, float))
+        and not isinstance(value, bool)
+        and value > 0
+        for value in usage.values()
+    )
+
+
+def compatibility_correction_valid(row: dict) -> bool:
+    allowed = row.get("accessible_arenas")
+    return (
+        row.get("kind") == "action_arena_compatibility_correction"
+        and isinstance(allowed, list)
+        and bool(allowed)
+        and row.get("normalized_output") in allowed
+        and row.get("raw_output") != row.get("normalized_output")
+        and isinstance(row.get("fallback"), bool)
+        and row.get("reason")
+        in {
+            "stripped_response_wrappers",
+            "case_insensitive_exact_match",
+            "invalid_output_current_arena_fallback",
+            "invalid_output_first_accessible_fallback",
+        }
+    )
+
+
+def canonical_provider_receipt(path: Path) -> bool:
+    return path.name.endswith(".jsonl.gz") and ".failed-" not in path.name
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("run_dir", type=Path)
+    args = parser.parse_args()
+    run_dir = args.run_dir.resolve()
+    protocol = load_json(run_dir / "protocol.json")
+    seed = load_json(run_dir / "seed_status.json")
+    environment = load_json(run_dir / "environment.json")
+    analysis = load_json(run_dir / "analysis" / "deterministic_analysis.json")
+    judge_summary = load_json(run_dir / "analysis" / "plausibility_summary.json")
+    statuses = {
+        arm: load_json(run_dir / "status" / f"{arm}.json") for arm in ARMS
+    }
+    metas = {arm: load_json(run_dir / "states" / arm / "meta.json") for arm in ARMS}
+    scratch = {
+        arm: load_json(run_dir / "states" / arm / "scratch.json") for arm in ARMS
+    }
+    movement_counts = {
+        arm: sum(1 for _ in jsonl_rows(run_dir / "states" / arm / "movements.jsonl.gz"))
+        for arm in ARMS
+    }
+    memory_rows = {
+        arm: list(jsonl_rows(run_dir / "states" / arm / "memory_nodes.jsonl.gz"))
+        for arm in ARMS
+    }
+    provider_rows = []
+    for path in sorted((run_dir / "receipts").rglob("*.jsonl.gz")):
+        if not canonical_provider_receipt(path):
+            continue
+        provider_rows.extend(jsonl_rows(path))
+    provider_ids = [
+        row.get("response", {}).get("id")
+        for row in provider_rows
+        if row.get("success") and row.get("response")
+    ]
+    provider_models = Counter(
+        row.get("response", {}).get("model")
+        for row in provider_rows
+        if row.get("success") and row.get("response")
+    )
+    compatibility_rows = []
+    compatibility_receipts_valid = True
+    for arm, status in statuses.items():
+        for checkpoint in status.get("checkpoints", []):
+            relative = checkpoint.get("compatibility_receipt")
+            expected = checkpoint.get("compatibility_corrections")
+            if not isinstance(expected, int) or expected < 0:
+                compatibility_receipts_valid = False
+                continue
+            if expected == 0 and relative is None:
+                continue
+            if not isinstance(relative, str):
+                compatibility_receipts_valid = False
+                continue
+            relative_path = Path(relative)
+            if (
+                not relative_path.parts
+                or relative_path.parts[0] != "compatibility"
+                or ".." in relative_path.parts
+            ):
+                compatibility_receipts_valid = False
+                continue
+            path = run_dir / relative_path
+            if not path.is_file():
+                compatibility_receipts_valid = False
+                continue
+            rows = list(jsonl_rows(path))
+            if len(rows) != expected:
+                compatibility_receipts_valid = False
+            compatibility_rows.extend(rows)
+    judge_rows = list(jsonl_rows(run_dir / "analysis" / "plausibility_judgments.jsonl"))
+    judge_ids = [row.get("response", {}).get("id") for row in judge_rows if row.get("success")]
+    no_reflection_memory = analysis["arms"]["no_reflection"]["memory"]
+    manifest = load_json(run_dir / "manifest.json")
+    manifest_paths = {row["path"] for row in manifest["files"]}
+    actual_paths = {
+        str(path.relative_to(run_dir))
+        for path in run_dir.rglob("*")
+        if path.is_file() and path.name not in {"manifest.json", "acceptance.json"}
+    }
+    hash_valid = all(
+        (run_dir / row["path"]).is_file()
+        and (run_dir / row["path"]).stat().st_size == row["bytes"]
+        and sha256(run_dir / row["path"]) == row["sha256"]
+        for row in manifest["files"]
+    )
+    gates = {
+        "pinned_clean_source": protocol["upstream"]["commit"] == SOURCE_COMMIT
+        and environment["source_commit"] == SOURCE_COMMIT
+        and environment["source_clean"],
+        "shared_history_seed": seed.get("complete") is True
+        and seed.get("personas") == 25
+        and seed.get("step") == 0
+        and seed.get("history", {}).get("whispers") == 248
+        and seed.get("history", {}).get("thought_nodes") == 248,
+        "exact_three_arm_shape": set(statuses) == set(ARMS)
+        and all(status.get("complete") for status in statuses.values())
+        and all(status.get("target_steps") == 17_280 for status in statuses.values())
+        and all(len(status.get("checkpoints", [])) == 48 for status in statuses.values()),
+        "exact_two_virtual_days": all(meta.get("step") == 17_280 for meta in metas.values())
+        and all(meta.get("curr_time") == "February 15, 2023, 00:00:00" for meta in metas.values())
+        and all(meta.get("sec_per_step") == 10 for meta in metas.values())
+        and all(len(meta.get("persona_names", [])) == 25 for meta in metas.values()),
+        "complete_movement_streams": all(count == 17_280 for count in movement_counts.values()),
+        "complete_memory_streams": all(
+            len({row["persona"] for row in rows}) == 25 and len(rows) > 248
+            for rows in memory_rows.values()
+        ),
+        "custom_goal_applied": "climate-resilience workshop"
+        in scratch["custom_goal"]["Isabella Rodriguez"]["currently"]
+        and "Valentine's Day party"
+        in scratch["baseline"]["Isabella Rodriguez"]["currently"],
+        "reflection_ablation_effective": no_reflection_memory.get("new_thoughts_with_evidence") == 0,
+        "provider_receipts_real_and_complete": len(provider_rows) > 0
+        and not any(not row.get("success") for row in provider_rows)
+        and len(provider_ids) == len(set(provider_ids))
+        and all(provider_ids)
+        and provider_models["qwen3.7-flash"] > 0
+        and provider_models["text-embedding-v4"] > 0
+        and all(positive_provider_usage(row) for row in provider_rows),
+        "action_arena_compatibility_bounded": compatibility_receipts_valid
+        and len(compatibility_rows) > 0
+        and all(compatibility_correction_valid(row) for row in compatibility_rows),
+        "deterministic_analysis_complete": set(analysis.get("arms", {})) == set(ARMS)
+        and all(
+            analysis["arms"][arm]["simulation"]["steps"] == 17_280 for arm in ARMS
+        ),
+        "blind_plausibility_judgments": judge_summary.get("judgments") == 25
+        and len(judge_rows) == 25
+        and all(row.get("success") for row in judge_rows)
+        and len(judge_ids) == len(set(judge_ids)) == 25
+        and all(judge_ids),
+        "manifest_complete_and_valid": manifest_paths == actual_paths and hash_valid,
+        "credential_scan_clean": not any(
+            contains_secret(path)
+            for path in run_dir.rglob("*")
+            if path.is_file()
+        ),
+    }
+    acceptance = {
+        "schema_version": 1,
+        "experiment": "10-5",
+        "run_id": run_dir.name,
+        "passed": all(gates.values()),
+        "gates": gates,
+        "counts": {
+            "arms": len(ARMS),
+            "personas_per_arm": 25,
+            "steps_per_arm": 17_280,
+            "provider_receipts": len(provider_rows),
+            "provider_response_ids": len(provider_ids),
+            "action_arena_compatibility_corrections": len(compatibility_rows),
+            "judge_response_ids": len(judge_ids),
+            "movement_rows": movement_counts,
+            "memory_rows": {arm: len(rows) for arm, rows in memory_rows.items()},
+            "manifest_files": len(manifest["files"]),
+        },
+        "results": {
+            "baseline_event_diffusion": analysis["arms"]["baseline"]["seeded_event_diffusion"],
+            "custom_event_diffusion": analysis["arms"]["custom_goal"]["seeded_event_diffusion"],
+            "election_diffusion": {
+                arm: analysis["arms"][arm]["election_diffusion"] for arm in ARMS
+            },
+            "plausibility": judge_summary,
+        },
+    }
+    (run_dir / "acceptance.json").write_text(
+        json.dumps(acceptance, indent=2, ensure_ascii=False) + "\n"
+    )
+    print(json.dumps(acceptance, indent=2, ensure_ascii=False))
+    return 0 if acceptance["passed"] else 1
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/acceptance.json

@@ -0,0 +1,216 @@
+{
+  "schema_version": 1,
+  "experiment": "10-5",
+  "run_id": "exp10-5-qwen37flash-20260804-v1",
+  "passed": true,
+  "gates": {
+    "pinned_clean_source": true,
+    "shared_history_seed": true,
+    "exact_three_arm_shape": true,
+    "exact_two_virtual_days": true,
+    "complete_movement_streams": true,
+    "complete_memory_streams": true,
+    "custom_goal_applied": true,
+    "reflection_ablation_effective": true,
+    "provider_receipts_real_and_complete": true,
+    "action_arena_compatibility_bounded": true,
+    "deterministic_analysis_complete": true,
+    "blind_plausibility_judgments": true,
+    "manifest_complete_and_valid": true,
+    "credential_scan_clean": true
+  },
+  "counts": {
+    "arms": 3,
+    "personas_per_arm": 25,
+    "steps_per_arm": 17280,
+    "provider_receipts": 148856,
+    "provider_response_ids": 148856,
+    "action_arena_compatibility_corrections": 231,
+    "judge_response_ids": 25,
+    "movement_rows": {
+      "baseline": 17280,
+      "custom_goal": 17280,
+      "no_reflection": 17280
+    },
+    "memory_rows": {
+      "baseline": 17469,
+      "custom_goal": 14008,
+      "no_reflection": 14053
+    },
+    "manifest_files": 321
+  },
+  "results": {
+    "baseline_event_diffusion": {
+      "terms": [
+        "valentine",
+        "party"
+      ],
+      "aware_agents": 3,
+      "first_mention_by_agent": {
+        "Isabella Rodriguez": "2023-02-13 00:00:00",
+        "Jennifer Moore": "2023-02-14 05:01:20",
+        "Sam Moore": "2023-02-14 05:01:20"
+      },
+      "memory_mentions_by_agent": {
+        "Isabella Rodriguez": 36,
+        "Jennifer Moore": 5,
+        "Sam Moore": 5
+      }
+    },
+    "custom_event_diffusion": {
+      "terms": [
+        "climate",
+        "resilience",
+        "workshop"
+      ],
+      "aware_agents": 1,
+      "first_mention_by_agent": {
+        "Isabella Rodriguez": "2023-02-13 08:30:10"
+      },
+      "memory_mentions_by_agent": {
+        "Isabella Rodriguez": 5
+      }
+    },
+    "election_diffusion": {
+      "baseline": {
+        "terms": [
+          "mayor",
+          "election"
+        ],
+        "aware_agents": 11,
+        "first_mention_by_agent": {
+          "Adam Smith": "2023-02-13 00:00:00",
+          "Carmen Ortiz": "2023-02-13 00:00:00",
+          "Francisco Lopez": "2023-02-13 07:36:20",
+          "Giorgio Rossi": "2023-02-13 07:15:10",
+          "Jennifer Moore": "2023-02-13 00:00:00",
+          "John Lin": "2023-02-13 00:00:00",
+          "Latoya Williams": "2023-02-13 00:00:00",
+          "Rajiv Patel": "2023-02-13 00:00:00",
+          "Sam Moore": "2023-02-13 00:00:00",
+          "Tom Moreno": "2023-02-13 00:00:00",
+          "Yuriko Yamamoto": "2023-02-13 00:00:00"
+        },
+        "memory_mentions_by_agent": {
+          "Adam Smith": 24,
+          "Carmen Ortiz": 6,
+          "Francisco Lopez": 5,
+          "Giorgio Rossi": 3,
+          "Jennifer Moore": 21,
+          "John Lin": 7,
+          "Latoya Williams": 13,
+          "Rajiv Patel": 4,
+          "Sam Moore": 19,
+          "Tom Moreno": 17,
+          "Yuriko Yamamoto": 6
+        }
+      },
+      "custom_goal": {
+        "terms": [
+          "mayor",
+          "election"
+        ],
+        "aware_agents": 14,
+        "first_mention_by_agent": {
+          "Abigail Chen": "2023-02-13 18:09:10",
+          "Adam Smith": "2023-02-13 00:00:00",
+          "Carmen Ortiz": "2023-02-13 00:00:00",
+          "Francisco Lopez": "2023-02-13 08:49:00",
+          "Giorgio Rossi": "2023-02-13 00:00:00",
+          "Hailey Johnson": "2023-02-13 15:13:00",
+          "Jane Moreno": "2023-02-13 23:35:10",
+          "Jennifer Moore": "2023-02-13 00:00:00",
+          "John Lin": "2023-02-13 00:00:00",
+          "Latoya Williams": "2023-02-13 00:00:00",
+          "Rajiv Patel": "2023-02-13 00:00:00",
+          "Sam Moore": "2023-02-13 00:00:00",
+          "Tom Moreno": "2023-02-13 00:00:00",
+          "Yuriko Yamamoto": "2023-02-13 00:00:00"
+        },
+        "memory_mentions_by_agent": {
+          "Abigail Chen": 5,
+          "Adam Smith": 4,
+          "Carmen Ortiz": 3,
+          "Francisco Lopez": 6,
+          "Giorgio Rossi": 10,
+          "Hailey Johnson": 1,
+          "Jane Moreno": 1,
+          "Jennifer Moore": 12,
+          "John Lin": 8,
+          "Latoya Williams": 24,
+          "Rajiv Patel": 2,
+          "Sam Moore": 23,
+          "Tom Moreno": 29,
+          "Yuriko Yamamoto": 16
+        }
+      },
+      "no_reflection": {
+        "terms": [
+          "mayor",
+          "election"
+        ],
+        "aware_agents": 13,
+        "first_mention_by_agent": {
+          "Adam Smith": "2023-02-13 00:00:00",
+          "Carmen Ortiz": "2023-02-13 00:00:00",
+          "Eddy Lin": "2023-02-13 07:25:00",
+          "Francisco Lopez": "2023-02-13 07:16:40",
+          "Giorgio Rossi": "2023-02-13 00:00:00",
+          "Jennifer Moore": "2023-02-13 00:00:00",
+          "John Lin": "2023-02-13 00:00:00",
+          "Latoya Williams": "2023-02-13 00:00:00",
+          "Mei Lin": "2023-02-13 07:25:00",
+          "Rajiv Patel": "2023-02-13 00:00:00",
+          "Sam Moore": "2023-02-13 00:00:00",
+          "Tom Moreno": "2023-02-13 00:00:00",
+          "Yuriko Yamamoto": "2023-02-13 00:00:00"
+        },
+        "memory_mentions_by_agent": {
+          "Adam Smith": 10,
+          "Carmen Ortiz": 3,
+          "Eddy Lin": 31,
+          "Francisco Lopez": 6,
+          "Giorgio Rossi": 2,
+          "Jennifer Moore": 1,
+          "John Lin": 34,
+          "Latoya Williams": 13,
+          "Mei Lin": 17,
+          "Rajiv Patel": 2,
+          "Sam Moore": 2,
+          "Tom Moreno": 9,
+          "Yuriko Yamamoto": 4
+        }
+      }
+    },
+    "plausibility": {
+      "schema_version": 1,
+      "experiment": "10-5",
+      "model": "claude-sonnet-4-5-20250929",
+      "judgments": 25,
+      "preferences": {
+        "baseline": 17,
+        "no_reflection": 8,
+        "tie": 0
+      },
+      "mean_scores": {
+        "temporal_coherence": {
+          "baseline": 2.12,
+          "no_reflection": 1.56
+        },
+        "personality_consistency": {
+          "baseline": 3.2,
+          "no_reflection": 2.2
+        },
+        "memory_continuity": {
+          "baseline": 2.72,
+          "no_reflection": 1.52
+        },
+        "social_responsiveness": {
+          "baseline": 3.44,
+          "no_reflection": 2.48
+        }
+      },
+      "raw_receipts": "analysis/plausibility_judgments.jsonl"
+    }
+  }
+}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/analysis/plausibility_judgments.failed-1785845821910958000.jsonl

@@ -0,0 +1 @@
+{"timestamp_utc": "2026-08-04T12:15:05.850157+00:00", "persona": "Adam Smith", "baseline_label": "B", "request": {"model": "claude-sonnet-4-5-20250929", "prompt_sha256": "f3361f3782674c3fb7fadfda0f2fe0c3bb027e2286c64a3dc24c531586236ae5"}, "response": null, "latency_seconds": null, "judgment": null, "success": false, "error": {"type": "IncompleteRead", "message": "IncompleteRead(0 bytes read)"}}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/analysis/plausibility_summary.json

@@ -0,0 +1,30 @@
+{
+  "schema_version": 1,
+  "experiment": "10-5",
+  "model": "claude-sonnet-4-5-20250929",
+  "judgments": 25,
+  "preferences": {
+    "baseline": 17,
+    "no_reflection": 8,
+    "tie": 0
+  },
+  "mean_scores": {
+    "temporal_coherence": {
+      "baseline": 2.12,
+      "no_reflection": 1.56
+    },
+    "personality_consistency": {
+      "baseline": 3.2,
+      "no_reflection": 2.2
+    },
+    "memory_continuity": {
+      "baseline": 2.72,
+      "no_reflection": 1.52
+    },
+    "social_responsiveness": {
+      "baseline": 3.44,
+      "no_reflection": 2.48
+    }
+  },
+  "raw_receipts": "analysis/plausibility_judgments.jsonl"
+}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_00000_00360.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:15:30.763814+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:16:36.136122+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_01800_02160.failed-replay-20260803T113618Z.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:51:55.223105+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:ZhCTl6) Monday February 13 -- 05:00 AM] Activity: Wolfgang wakes up and begins his morning routine (doing a quick skincare routine)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:53:30.864110+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:ZhCTl6) Monday February 13 -- 05:00 AM] Activity: Wolfgang wakes up and begins his morning routine (eating a light pre-run snack (e.g., banana))","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"kitchen","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room"],"reason":"invalid_output_current_arena_fallback","fallback":true}
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:55:33.142705+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:ZhCTl6) Monday February 13 -- 05:00 AM] Activity: Wolfgang wakes up and begins his morning routine (doing dynamic warm-up stretches)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"kitchen","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room"],"reason":"invalid_output_current_arena_fallback","fallback":true}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_02160_02520.failed-replay-20260803T113618Z.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T11:07:33.288876+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[ (conversing about Ayesha Khan and Wolfgang Schulz discussing their morning routines, with Wolfgang offering study tips for Ayesha's upcoming library session before they both head out to focus on their respective goals.)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"kitchen","normalized_output":"common room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","Maria Lopez's room"],"reason":"invalid_output_current_arena_fallback","fallback":true}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_02160_02520.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:45:36.568255+00:00","kind":"action_arena_compatibility_correction","persona":"Adam Smith","action_description":"[(ID:mLkyi4) Monday February 13 -- 06:00 AM] Activity: Adam is reading philosophical texts and taking notes (highlighting key arguments regarding the limits of human reason)","world":"the Ville","sector":"Adam Smith's house","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["bathroom","main room"],"reason":"invalid_output_current_arena_fallback","fallback":true}
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:52:47.531862+00:00","kind":"action_arena_compatibility_correction","persona":"Adam Smith","action_description":"[(ID:mLkyi4) Monday February 13 -- 06:00 AM] Activity: Adam is reading philosophical texts and taking notes (reflecting on how these philosophical concepts relate to modern creativity)","world":"the Ville","sector":"Adam Smith's house","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["bathroom","main room"],"reason":"invalid_output_current_arena_fallback","fallback":true}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_02520_02880.jsonl

@@ -0,0 +1,5 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:09:56.169085+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:zZaZMn) Monday February 13 -- 06:00 AM] Activity: Ayesha is waking up and completing her morning routine (washing her face with cold water to wake up)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{woman's bathroom","normalized_output":"woman's bathroom","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:14:09.312423+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:zZaZMn) Monday February 13 -- 06:00 AM] Activity: Ayesha is waking up and completing her morning routine (applying skincare products (moisturizer and sunscreen))","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:16:48.282098+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:zZaZMn) Monday February 13 -- 06:00 AM] Activity: Ayesha is waking up and completing her morning routine (styling her hair and ensuring it is neat for class)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:18:07.144928+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:xBpjV5) Monday February 13 -- 07:00 AM] Activity: Francisco is waking up and starting his morning routine, including brushing his teeth and getting dressed for the day (grooming and styling his hair for the day)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:37:55.905009+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:FLQDPr) Monday February 13 -- 07:00 AM] Activity: Tom is waking up and completing his morning routine (grabbing his keys and wallet)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_03240_03600.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:06:41.358413+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:1NuvXM) Monday February 13 -- 09:00 AM] Activity: Wolfgang is attending his morning Chemistry lecture at Oak Hill College (taking detailed notes on ionic and covalent bonds)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:12:42.951210+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:1NuvXM) Monday February 13 -- 09:00 AM] Activity: Wolfgang is attending his morning Chemistry lecture at Oak Hill College (paying close attention to the diagram of electron sharing)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_03600_03960.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:32:17.371189+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:dSQkvU) Monday February 13 -- 10:00 AM] Activity: Wolfgang is attending his morning Chemistry lecture at Oak Hill College (taking detailed notes on the definition of reaction rates)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:48:40.096910+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:8vL8My) Monday February 13 -- 11:00 AM] Activity: Wolfgang is attending his morning Chemistry lecture at Oak Hill College (1) Wolfgang is reviewing his notes from the previous lecture to refresh his memory)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:52:06.171492+00:00","kind":"action_arena_compatibility_correction","persona":"Yuriko Yamamoto","action_description":"[(ID:MGwqvD) Monday February 13 -- 10:00 AM] Activity: Yuriko is working at her desk, analyzing tax documents for the local business compliance project (documenting the identified discrepancies in the compliance log)","world":"the Ville","sector":"Yuriko Yamamoto's house","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["main room","bathroom"],"reason":"invalid_output_current_arena_fallback","fallback":true}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_03960_04320.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:16:27.709095+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:jokiLS) Monday February 13 -- 12:00 PM] Activity: Wolfgang is having lunch and continuing to study chemistry notes for his upcoming exams (reviewing basic chemical equations)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_04320_04680.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:27:38.933577+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:Oc7nFx) Monday February 13 -- 00:00 AM] Activity: Francisco is sleeping","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:50:02.685159+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:aMfIyM) Monday February 13 -- 01:00 PM] Activity: Ayesha is finishing her class at Oak Hill College and heading to the library (gathering her textbooks and research notes from the classroom)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_04680_05040.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:15:25.031018+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:bchNaB) Monday February 13 -- 01:00 PM] Activity: Maria is studying at Hobbs Cafe for two hours while having snacks (researching a complex physics concept online to deepen her understanding)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:17:32.447703+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:bchNaB) Monday February 13 -- 01:00 PM] Activity: Maria is studying at Hobbs Cafe for two hours while having snacks (summarizing her study session and planning for the next lecture)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_05040_05400.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:46:56.987903+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:4aekgc) Monday February 13 -- 03:00 PM] Activity: Maria is starting her Twitch stream and gaming (testing her microphone and ensuring her camera angle is correct)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:50:38.613197+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:rfiwW3) Monday February 13 -- 03:00 PM] Activity: Ayesha is studying and conducting research for her senior thesis at the library (reading selected passages from *Hamlet* to analyze the use of iambic pentameter)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:51:09.606204+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:4aekgc) Monday February 13 -- 03:00 PM] Activity: Maria is starting her Twitch stream and gaming (checking her chat for any pending messages or alerts)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_05760_06120.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T17:41:36.400025+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"Based on the character profile and the specific constraints provided (waking at 5 AM, running in the morning, studying during the day, exercising in his room at night, and sleeping at 9 PM), here is the logical deduction for the remaining","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_06120_06480.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:52:35.319459+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:pqEzbb) Monday February 13 -- 07:00 PM] Activity: Ayesha is continuing to read literature and work on her thesis writing at the library (taking detailed notes on the use of iambic pentameter in the selected scene)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:59:37.875117+00:00","kind":"action_arena_compatibility_correction","persona":"Mei Lin","action_description":"[(ID:FOqzUc) Monday February 13 -- 06:00 PM] Activity: Mei is spending time talking with her family, helping with evening chores, and answering student questions (helping Eddy with his evening homework assignments)","world":"the Ville","sector":"Lin family's house","raw_output":"{Eddy Lin's bedroom","normalized_output":"Eddy Lin's bedroom","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_06480_06840.jsonl

@@ -0,0 +1,4 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:07:21.074465+00:00","kind":"action_arena_compatibility_correction","persona":"Mei Lin","action_description":"[(ID:FOqzUc) Monday February 13 -- 06:00 PM] Activity: Mei is spending time talking with her family, helping with evening chores, and answering student questions (helping Eddy with his evening homework assignments)","world":"the Ville","sector":"Lin family's house","raw_output":"{Eddy Lin's bedroom","normalized_output":"Eddy Lin's bedroom","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:11:48.732850+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:1uMvMJ) Monday February 13 -- 08:00 PM] Activity: Ayesha is continuing to read literature or work on her thesis writing at the library (reading a chapter from *Hamlet* to analyze the use of soliloquies)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:13:46.353559+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:1uMvMJ) Monday February 13 -- 08:00 PM] Activity: Ayesha is continuing to read literature or work on her thesis writing at the library (taking detailed notes on the linguistic patterns observed in the text)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:21:16.406401+00:00","kind":"action_arena_compatibility_correction","persona":"Mei Lin","action_description":"[(ID:zrpWG1) Monday February 13 -- 07:00 PM] Activity: Mei is spending time talking with her family, helping with evening chores, and answering student questions (helping her son Eddy with his homework)","world":"the Ville","sector":"Lin family's house","raw_output":"{Eddy Lin's bedroom","normalized_output":"Eddy Lin's bedroom","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_06840_07200.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:30:13.423663+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:ftFCgI) Monday February 13 -- 07:00 PM] Activity: Tom is relaxing at home with his wife, Jane, discussing the upcoming mayoral election and venting his frustrations about Sam Moore (asking Jane for her opinion on the current polling numbers for the mayoral race)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:58:07.501881+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:KaUgMb) Monday February 13 -- 09:00 PM] Activity: Maria is relaxing and winding down after dinner (scrolling through her Twitch chat and replying to a few messages)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:58:30.357977+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:ftFCgI) Monday February 13 -- 07:00 PM] Activity: Tom is relaxing at home with his wife, Jane, discussing the upcoming mayoral election and venting his frustrations about Sam Moore (taking a sip of wine and letting out a heavy sigh, still fuming about Sam Moore)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_07200_07560.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:05:19.772792+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:2fSvGW) Monday February 13 -- 08:00 PM] Activity: Tom is relaxing at home with his wife, Jane, discussing the upcoming mayoral election and venting his frustrations about Sam Moore (asking Jane for her opinion on the latest poll numbers for the mayoral election)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:09:09.237100+00:00","kind":"action_arena_compatibility_correction","persona":"Mei Lin","action_description":"[(ID:N3q4S8) Monday February 13 -- 08:00 PM] Activity: Mei is winding down for the evening, reviewing the next day's lesson plans briefly, and preparing for bed (helping Eddy with his remaining homework or reading)","world":"the Ville","sector":"Lin family's house","raw_output":"{Eddy Lin's bedroom","normalized_output":"Eddy Lin's bedroom","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_07560_07920.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:30:39.254222+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:lsCj44) Monday February 13 -- 09:00 PM] Activity: Tom is relaxing at home with his wife, Jane, continuing their discussion about the upcoming mayoral election and expressing his strong opinions (asking Jane for her opinion on the current polling numbers for the mayoral race)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:34:01.280868+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:oijObm) Monday February 13 -- 10:00 PM] Activity: Maria is winding down and preparing for bed (turning off the main lights and dimming the room)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_07920_08280.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:08:12.866895+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:AqX29M) Monday February 13 -- 10:00 PM] Activity: Tom is winding down for the night, perhaps reading or watching TV, preparing to go to bed soon as he approaches his (turning off the TV and getting ready for bed)","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_08280_08640.failed-1785791739624076000.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:13:40.566193+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"[(ID:QnOrel) Monday February 13 -- 00:00 AM] Activity: Jane is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_10800_11160.failed-1785796189176302000.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:21:59.883976+00:00","kind":"action_arena_compatibility_correction","persona":"Tamara Taylor","action_description":"[(ID:7TjJiN) Tuesday February 14 -- 06:00 AM] Activity: Tamara wakes up and begins her morning routine, including brushing her teeth, washing her face, and getting dressed for the (applying skincare products (serum, eye cream, sunscreen))","world":"the Ville","sector":"Tamara Taylor and Carmen Ortiz's house","raw_output":"{bathroom","normalized_output":"bathroom","accessible_arenas":["Tamara Taylor's room","common room","bathroom","Carmen Ortiz's room","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:23:02.255757+00:00","kind":"action_arena_compatibility_correction","persona":"John Lin","action_description":"wake up and complete his morning routine, which includes personal hygiene and getting dressed for work (getting dressed in his pharmacy uniform)","world":"the Ville","sector":"Lin family's house","raw_output":"{Mei and John Lin's bedroom","normalized_output":"Mei and John Lin's bedroom","accessible_arenas":["Mei and John Lin's bedroom","common room","bathroom","Eddy Lin's bedroom","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:25:06.074872+00:00","kind":"action_arena_compatibility_correction","persona":"John Lin","action_description":"wake up and complete his morning routine, which includes personal hygiene and getting dressed for work (checking his schedule and preparing his work bag)","world":"the Ville","sector":"Lin family's house","raw_output":"{Mei and John Lin's bedroom","normalized_output":"Mei and John Lin's bedroom","accessible_arenas":["Mei and John Lin's bedroom","common room","bathroom","Eddy Lin's bedroom","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_10800_11160.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:02:24.271947+00:00","kind":"action_arena_compatibility_correction","persona":"John Lin","action_description":"wake up and complete his morning routine, which includes personal hygiene and getting dressed for work (getting dressed in his pharmacy uniform)","world":"the Ville","sector":"Lin family's house","raw_output":"{Mei and John Lin's bedroom","normalized_output":"Mei and John Lin's bedroom","accessible_arenas":["Mei and John Lin's bedroom","common room","bathroom","Eddy Lin's bedroom","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:04:32.617502+00:00","kind":"action_arena_compatibility_correction","persona":"John Lin","action_description":"wake up and complete his morning routine, which includes personal hygiene and getting dressed for work (checking his schedule and preparing his work bag)","world":"the Ville","sector":"Lin family's house","raw_output":"{Mei and John Lin's bedroom","normalized_output":"Mei and John Lin's bedroom","accessible_arenas":["Mei and John Lin's bedroom","common room","bathroom","Eddy Lin's bedroom","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_11160_11520.jsonl

@@ -0,0 +1,12 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:21:15.516089+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:39GfaJ) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up and completes his morning routine, including showering and getting dressed (brushing his teeth and washing his face)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:31:39.466782+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:39GfaJ) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up and completes his morning routine, including showering and getting dressed (taking a shower)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:33:41.264895+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:2MDDPI) Tuesday February 14 -- 07:00 AM] Activity: Klaus wakes up and begins his morning routine, brushing his teeth and getting dressed for the day (applying skincare products)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:33:51.188337+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:PWTcl5) Tuesday February 14 -- 07:00 AM] Activity: Wolfgang finishes his morning run and returns home to shower, freshen up, and prepare for his day of study (drying off and applying post-shower skincare)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:37:38.441390+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:39GfaJ) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up and completes his morning routine, including showering and getting dressed (drying off and applying skincare products)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:39:10.848961+00:00","kind":"action_arena_compatibility_correction","persona":"Tamara Taylor","action_description":"[(ID:7TjJiN) Tuesday February 14 -- 06:00 AM] Activity: Tamara wakes up and begins her morning routine, including brushing her teeth, washing her face, and getting dressed for the (doing light morning stretches or yoga to wake up her body)","world":"the Ville","sector":"Tamara Taylor and Carmen Ortiz's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["Tamara Taylor's room","common room","bathroom","Carmen Ortiz's room","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:39:55.724195+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:39GfaJ) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up and completes his morning routine, including showering and getting dressed (shaving or grooming facial hair)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:41:24.976020+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:PWTcl5) Tuesday February 14 -- 07:00 AM] Activity: Wolfgang finishes his morning run and returns home to shower, freshen up, and prepare for his day of study (grooming his hair and checking his appearance)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:41:42.494081+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:39GfaJ) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up and completes his morning routine, including showering and getting dressed (styling his hair)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:44:47.789690+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:2MDDPI) Tuesday February 14 -- 07:00 AM] Activity: Klaus wakes up and begins his morning routine, brushing his teeth and getting dressed for the day (grooming his hair and checking his appearance)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Klaus Mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:45:10.783630+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:nzMbOs) Tuesday February 14 -- 07:00 AM] Activity: Tom wakes up abruptly, completing his morning routine with aggressive efficiency, brushing his teeth and washing his face with vigorous movements to shake off any (grabbing his keys and wallet, ensuring everything is secure)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:46:47.838084+00:00","kind":"action_arena_compatibility_correction","persona":"Isabella Rodriguez","action_description":"[(ID:PkC5fO) Tuesday February 14 -- 07:00 AM] Activity: Isabella is finishing her morning routine and preparing breakfast before getting dressed in her cafe uniform (selecting and putting on her cafe uniform, ensuring it is clean and pressed)","world":"the Ville","sector":"Isabella Rodriguez's apartment","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["main room","bathroom"],"reason":"invalid_output_current_arena_fallback","fallback":true}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_11520_11880.jsonl

@@ -0,0 +1,5 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:56:08.003478+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:3vqSLj) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T00:03:15.008468+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"reading a book at the library, focusing on his sociology thesis research (searching the library database for relevant sociology journals and articles)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T00:09:53.731035+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"Based on the provided \"Daily plan requirement\" and the narrative context for Jane Moreno on Tuesday, February 14, here is the completed hourly schedule (getting dressed in comfortable, neat clothing)","world":"the Ville","sector":"Moreno family's house","raw_output":"bedroom","normalized_output":"bathroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"invalid_output_current_arena_fallback","fallback":true}
+{"schema_version":1,"timestamp_utc":"2026-08-04T00:31:06.892384+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:l75b5q) Tuesday February 14 -- 09:00 AM] Activity: Wolfgang is [(ID:NgAxcu) Tuesday February 14 -- 09:00 AM] Activity (1) Wolfgang is reviewing his chemistry notes from the previous lecture)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Maria Lopez's room","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T00:31:47.918812+00:00","kind":"action_arena_compatibility_correction","persona":"Mei Lin","action_description":"[(ID:c1FCWA) Tuesday February 14 -- 08:00 AM] Activity: Mei Lin prepares a nutritious breakfast for the family and assists Eddy and her younger child with their morning schoolwork, ensuring they are ready (ensuring the younger child is dressed and ready for school)","world":"the Ville","sector":"Lin family's house","raw_output":"{Mei and John Lin's bedroom","normalized_output":"Mei and John Lin's bedroom","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_12240_12600.failed-1785809594200050000.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T01:50:25.741619+00:00","kind":"action_arena_compatibility_correction","persona":"Hailey Johnson","action_description":"[(ID:aZ4EUc) Tuesday February 14 -- 10:00 AM] Activity: Hailey is waking up and completing her morning routine (taking a shower and washing her hair)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Hailey Johnson's bathroom","normalized_output":"Hailey Johnson's bathroom","accessible_arenas":["Hailey Johnson's room","Hailey Johnson's bathroom","kitchen","common room","Latoya Williams's room","Francisco Lopez's room","Francisco Lopez's bathroom","Rajiv Patel's room","Latoya Williams's bathroom","Rajiv Patel's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_12600_12960.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:23:30.841512+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"[(ID:ZogP9L) Tuesday February 14 -- 00:00 AM] Activity: Jane is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:27:56.009010+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:3o6WgD) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_12960_13320.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:56:20.163520+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:JIB9Jx) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_13320_13680.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T04:14:55.428614+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:xX7njF) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T04:22:20.312143+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:3JPkaD) Tuesday February 14 -- 01:00 PM] Activity: Ayesha is finishing her last class session at Oak Hill College and packing her materials to head to the library (organizing her laptop and writing materials for the library)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T04:24:12.746763+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:3JPkaD) Tuesday February 14 -- 01:00 PM] Activity: Ayesha is finishing her last class session at Oak Hill College and packing her materials to head to the library (checking her schedule to confirm the meeting time with Klaus, Wolfgang, and Maria)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_13680_14040.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T04:48:38.605044+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:go9Wgt) Tuesday February 14 -- 00:00 AM] Activity: Francisco is sleeping","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T04:49:09.649429+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:sujMAH) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T05:00:49.669781+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:oIfWpN) Tuesday February 14 -- 02:00 PM] Activity: Maria is reviewing her notes on Klaus’s research regarding gentrification in low-income communities, taking a break to eat snacks while checking (analyzing specific data points from Klaus’s thesis on housing displacement)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_14400_14760.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T05:48:11.408756+00:00","kind":"action_arena_compatibility_correction","persona":"Eddy Lin","action_description":"[(ID:SUcysu) Tuesday February 14 -- 04:00 PM] Activity: Eddy is packing up his materials at Hobbs Cafe and beginning his commute home after finishing his study session (standing up and retrieving his coat or jacket)","world":"the Ville","sector":"Lin family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T05:54:17.622326+00:00","kind":"action_arena_compatibility_correction","persona":"Tamara Taylor","action_description":"[(ID:ss6Ry1) Tuesday February 14 -- 06:00 AM] Activity: Tamara wakes up and begins her morning routine, including brushing her teeth, washing her face, and getting dressed for the day (putting on jewelry or accessories)","world":"the Ville","sector":"Tamara Taylor and Carmen Ortiz's house","raw_output":"{Tamara Taylor's room","normalized_output":"Tamara Taylor's room","accessible_arenas":["Tamara Taylor's room","common room","bathroom","Carmen Ortiz's room","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_14760_15120.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T06:06:20.037395+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:xIjrwL) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T06:07:27.004056+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:vnGqei) Tuesday February 14 -- 05:00 PM] Activity: Maria is streaming and gaming, engaging with her Twitch chat while continuing to review her physics notes and interact with viewers about her day (greeting her Twitch chat and sharing her morning lecture highlights)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_15480_15840.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T06:59:04.985281+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:vPHQhA) Tuesday February 14 -- 07:00 PM] Activity: Klaus is relaxing and watching TV (turning off the TV and preparing to wind down for the night)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_15840_16200.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T07:09:56.385749+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:HVdfQt) Tuesday February 14 -- 09:00 PM] Activity: Maria continues her Twitch stream, wrapping up her gaming session for the day while chatting with viewers and reflecting on her interactions with Klaus and Wolfgang (greeting her returning viewers and thanking them for their support during the previous gaming session)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T07:20:07.126770+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:HVdfQt) Tuesday February 14 -- 09:00 PM] Activity: Maria continues her Twitch stream, wrapping up her gaming session for the day while chatting with viewers and reflecting on her interactions with Klaus and Wolfgang (reading and responding to chat messages, specifically answering questions about her day and her studies)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T07:25:33.484053+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:HVdfQt) Tuesday February 14 -- 09:00 PM] Activity: Maria continues her Twitch stream, wrapping up her gaming session for the day while chatting with viewers and reflecting on her interactions with Klaus and Wolfgang (thanking her viewers for hanging out and announcing that she will be going offline soon to rest)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_16200_16560.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T07:32:33.535595+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:8WQaX6) Tuesday February 14 -- 10:00 PM] Activity: Maria winds down her stream, thanks her viewers for watching, and begins her evening routine to prepare for bed, reflecting on (1) Maria is saying goodbye to her viewers and ending the stream)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T07:33:08.004664+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:8WQaX6) Tuesday February 14 -- 10:00 PM] Activity: Maria winds down her stream, thanks her viewers for watching, and begins her evening routine to prepare for bed, reflecting on (checking her chat logs for any pending messages or community updates)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/baseline/steps_16920_17280.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T08:13:20.277931+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"[(ID:IjWM8y) Tuesday February 14 -- 00:00 AM] Activity: Jane is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_00000_00360.failed-replay-20260803T113618Z.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:33:39.916290+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:34:18.553519+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_00000_00360.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:12:41.288116+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_02160_02520.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:33:20.252321+00:00","kind":"action_arena_compatibility_correction","persona":"John Lin","action_description":"[(ID:ijrhzH) Monday February 13 -- 06:00 AM] Activity: John is waking up and completing his morning routine (getting out of bed and walking to the bathroom)","world":"the Ville","sector":"Lin family's house","raw_output":"{Mei and John Lin's bedroom","normalized_output":"Mei and John Lin's bedroom","accessible_arenas":["Mei and John Lin's bedroom","common room","bathroom","Eddy Lin's bedroom","garden","kitchen"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_02520_02880.failed-replay-20260803T113618Z.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T11:19:09.615297+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:SG9B9F) Monday February 13 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_02520_02880.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:52:36.701221+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:aUbiLA) Monday February 13 -- 07:00 AM] Activity: Tom is waking up and completing his morning routine, getting ready for the day at The Willow Market and Pharmacy (getting out of bed and heading to the bathroom)","world":"the Ville","sector":"Moreno family's house","raw_output":"{bathroom","normalized_output":"bathroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:09:50.381889+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:5syoR2) Monday February 13 -- 07:00 AM] Activity: Francisco is waking up and completing his morning routine (doing a final check of his appearance in the mirror and grabbing his keys/wallet)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_03600_03960.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:00:17.388034+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:p1jLA1) Monday February 13 -- 10:00 AM] Activity: Ayesha is attending a class at Oak Hill College (taking detailed notes on the linguistic structures discussed)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T14:12:59.730965+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:p1jLA1) Monday February 13 -- 10:00 AM] Activity: Ayesha is attending a class at Oak Hill College (packing up her materials and leaving the classroom)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_05040_05400.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:29:05.015175+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"streaming games on Twitch (greeting her viewers and starting the stream)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:31:22.713879+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"streaming games on Twitch (playing the first segment of the game)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:35:58.846364+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"streaming games on Twitch (interacting with chat and answering questions)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_05400_05760.jsonl

@@ -0,0 +1,8 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:51:32.100530+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Ce10cn) Monday February 13 -- 03:00 PM] Activity: Klaus continues researching and writing his sociology paper on gentrification in the library at Oak Hill College (1) Klaus is reviewing notes from his morning library session)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T15:58:25.827279+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"streaming games on Twitch (engaging with new followers and subscribers)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:00:18.735722+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Ce10cn) Monday February 13 -- 03:00 PM] Activity: Klaus continues researching and writing his sociology paper on gentrification in the library at Oak Hill College (reading academic articles on gentrification impacts)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Klaus Mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:14:04.725483+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Ce10cn) Monday February 13 -- 03:00 PM] Activity: Klaus continues researching and writing his sociology paper on gentrification in the library at Oak Hill College (taking notes on key sociological theories)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:22:01.156495+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Ce10cn) Monday February 13 -- 03:00 PM] Activity: Klaus continues researching and writing his sociology paper on gentrification in the library at Oak Hill College (drafting the introduction to his paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:25:01.967276+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Ce10cn) Monday February 13 -- 03:00 PM] Activity: Klaus continues researching and writing his sociology paper on gentrification in the library at Oak Hill College (outlining the main arguments for the body paragraphs)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:29:45.695634+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:1zqFvS) Monday February 13 -- 04:00 PM] Activity: Maria is streaming games on Twitch (greeting her viewers and starting the stream)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:31:37.128007+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Ce10cn) Monday February 13 -- 03:00 PM] Activity: Klaus continues researching and writing his sociology paper on gentrification in the library at Oak Hill College (writing the first body paragraph regarding housing displacement)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_05760_06120.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T16:55:11.058535+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:PmwCL3) Monday February 13 -- 04:00 PM] Activity: Klaus leaves the library, having finished his scheduled writing session for the day, and heads home to wind down (traveling from the campus to his apartment, listening to a podcast or music to decompress)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T17:01:06.202996+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:PmwCL3) Monday February 13 -- 04:00 PM] Activity: Klaus leaves the library, having finished his scheduled writing session for the day, and heads home to wind down (arriving at his apartment, unlocking the door, and stepping inside)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_06120_06480.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T17:22:28.997110+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"[(ID:wJrZuT) Monday February 13 -- 00:00 AM] Activity: Jane is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T17:39:11.705838+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:LhQF7l) Monday February 13 -- 05:00 PM] Activity: Maria is continuing her physics studies at Hobbs Cafe (checking her phone for Twitch chat messages and stream highlights)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T17:45:19.258864+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:dSxchw) Monday February 13 -- 06:00 PM] Activity: Klaus returns home from Hobbs Cafe and begins to wind down, relaxing in his apartment after a productive day of research and writing (1) Klaus is unlocking his apartment door and hanging up his coat)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_06480_06840.jsonl

@@ -0,0 +1,4 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:07:06.572456+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:dSxchw) Monday February 13 -- 06:00 PM] Activity: Klaus returns home from Hobbs Cafe and begins to wind down, relaxing in his apartment after a productive day of research and writing (putting his phone on silent and placing it in another room)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:09:39.239112+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:dSxchw) Monday February 13 -- 06:00 PM] Activity: Klaus returns home from Hobbs Cafe and begins to wind down, relaxing in his apartment after a productive day of research and writing (reading a chapter of his book to relax his mind)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:15:04.155729+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:dSxchw) Monday February 13 -- 06:00 PM] Activity: Klaus returns home from Hobbs Cafe and begins to wind down, relaxing in his apartment after a productive day of research and writing (listening to a calming playlist or ambient music)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:19:34.799434+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:SNaFMB) Monday February 13 -- 06:00 PM] Activity: Maria is continuing her physics studies at Hobbs Cafe (checking her phone for Twitch chat messages and stream updates)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_06840_07200.jsonl

@@ -0,0 +1,4 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:41:56.276310+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:VWn3VD) Monday February 13 -- 07:00 PM] Activity: Klaus is relaxing in his apartment, reviewing notes from his day and preparing mentally for the next day's work (reviewing the key points from his morning library session)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:43:49.840688+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:VWn3VD) Monday February 13 -- 07:00 PM] Activity: Klaus is relaxing in his apartment, reviewing notes from his day and preparing mentally for the next day's work (organizing his digital notes on his laptop)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:47:58.269206+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:VWn3VD) Monday February 13 -- 07:00 PM] Activity: Klaus is relaxing in his apartment, reviewing notes from his day and preparing mentally for the next day's work (jotting down questions for his next research step)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T18:50:28.590947+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:VWn3VD) Monday February 13 -- 07:00 PM] Activity: Klaus is relaxing in his apartment, reviewing notes from his day and preparing mentally for the next day's work (closing his notebook and laptop)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_07200_07560.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:05:03.854705+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:4jEDn7) Monday February 13 -- 09:00 PM] Activity: Maria is relaxing and engaging with her Twitch community or exploring new physics concepts online (browsing Reddit for new physics papers or interesting science news)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_07560_07920.jsonl

@@ -0,0 +1,5 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:12:08.645402+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:4jEDn7) Monday February 13 -- 09:00 PM] Activity: Maria is relaxing and engaging with her Twitch community or exploring new physics concepts online (reading an article about quantum entanglement)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:14:32.362945+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:O7ET0K) Monday February 13 -- 09:00 PM] Activity: Klaus is relaxing in his apartment, reading for leisure to decompress before his bedtime routine (reading the first chapter of his book)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:15:37.134352+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:O7ET0K) Monday February 13 -- 09:00 PM] Activity: Klaus is relaxing in his apartment, reading for leisure to decompress before his bedtime routine (reading the second chapter of his book)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:18:30.929546+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:4jEDn7) Monday February 13 -- 09:00 PM] Activity: Maria is relaxing and engaging with her Twitch community or exploring new physics concepts online (switching to her Twitch dashboard to check viewer count)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:18:39.468687+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:O7ET0K) Monday February 13 -- 09:00 PM] Activity: Klaus is relaxing in his apartment, reading for leisure to decompress before his bedtime routine (reading the third chapter of his book)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_07920_08280.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:33:31.568481+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:BwzcGk) Monday February 13 -- 11:00 PM] Activity: Klaus is going to bed to sleep (setting his alarm for the next morning)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T19:34:40.796324+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:BwzcGk) Monday February 13 -- 11:00 PM] Activity: Klaus is going to bed to sleep (reading a few pages of a fiction book for leisure)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_10800_11160.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:26:16.796787+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:Aej22K) Tuesday February 14 -- 06:00 AM] Activity: Ayesha wakes up and begins her morning routine, including washing up and getting dressed for the day (applying skincare products)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:28:17.530574+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:Aej22K) Tuesday February 14 -- 06:00 AM] Activity: Ayesha wakes up and begins her morning routine, including washing up and getting dressed for the day (styling her hair)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{woman's bathroom","normalized_output":"woman's bathroom","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_11160_11520.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:39:14.122843+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:9oqPYq) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up, completing his morning routine to start the day (brushing his teeth and grooming)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T20:52:03.365788+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:oUOLR5) Tuesday February 14 -- 07:00 AM] Activity: Klaus wakes up, starts his morning routine, and prepares to head to the library (quickly checking his email and calendar for any urgent updates)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_11520_11880.jsonl

@@ -0,0 +1,5 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:13:30.781523+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:6jPKpI) Tuesday February 14 -- 08:00 AM] Activity: Francisco is preparing for his day, finishing his morning routine and heading to the common room to review scripts (applying deodorant and grooming his hair)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:13:45.846125+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:l0xaKO) Tuesday February 14 -- 08:00 AM] Activity: Klaus arrives at the Oak Hill College library, settles into his usual study carrel, and begins diving into his research paper on gentr (reviewing the notes from his conversation with Ayesha Khan)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:15:45.537158+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:l0xaKO) Tuesday February 14 -- 08:00 AM] Activity: Klaus arrives at the Oak Hill College library, settles into his usual study carrel, and begins diving into his research paper on gentr (conducting online database searches for recent sociological studies on gentrification)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:16:24.418128+00:00","kind":"action_arena_compatibility_correction","persona":"Mei Lin","action_description":"[(ID:YMuVTl) Tuesday February 14 -- 08:00 AM] Activity: Mei is having breakfast with her family and ensuring Eddy is ready for his day, while briefly checking in on her husband John before (helping Eddy with a quick review of his schedule for the day)","world":"the Ville","sector":"Lin family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["bathroom","common room","Mei and John Lin's bedroom","garden","kitchen","Eddy Lin's bedroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:21:38.238350+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:l0xaKO) Tuesday February 14 -- 08:00 AM] Activity: Klaus arrives at the Oak Hill College library, settles into his usual study carrel, and begins diving into his research paper on gentr (printing out relevant articles and saving digital copies to his drive)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_11880_12240.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:26:50.325166+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Wrbt8V) Tuesday February 14 -- 09:00 AM] Activity: Klaus is [(ID:Wrbt8V) Tuesday February 14 -- 09:00 AM] (1) Klaus is reviewing the notes from his conversation with Ayesha Khan regarding gentrification perspectives)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:34:41.689445+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Wrbt8V) Tuesday February 14 -- 09:00 AM] Activity: Klaus is [(ID:Wrbt8V) Tuesday February 14 -- 09:00 AM] (drafting the section of his paper that analyzes the impact of housing policies)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:47:22.123691+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Wrbt8V) Tuesday February 14 -- 09:00 AM] Activity: Klaus is [(ID:Wrbt8V) Tuesday February 14 -- 09:00 AM] (refining the thesis statement based on the new research findings)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_12240_12600.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T21:52:09.497147+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:akIgty) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_12600_12960.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:12:03.163521+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:9Qprx7) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:12:13.170356+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"[(ID:G5yYGe) Tuesday February 14 -- 00:00 AM] Activity: Jane is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:29:04.308720+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:rqGl6Y) Tuesday February 14 -- 11:00 AM] Activity: Francisco is wrapping up his script review at the common room table, mentally preparing for his upcoming improvisational comedy class, while keeping an (putting on his shoes and getting ready to leave the condo)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_12960_13320.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:48:32.642410+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:moD1kw) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:53:12.848995+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:SUafVg) Tuesday February 14 -- 10:00 AM] Activity: Maria wakes up, feeling a mix of focused determination and fluttering anxiety about Valentine’s Day. She completes her morning routine (getting out of bed and heading to the bathroom)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T22:55:41.390349+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:SUafVg) Tuesday February 14 -- 10:00 AM] Activity: Maria wakes up, feeling a mix of focused determination and fluttering anxiety about Valentine’s Day. She completes her morning routine (applying skincare and doing her hair)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_13320_13680.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:05:39.961801+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Avfzxz) Tuesday February 14 -- 01:00 PM] Activity: Klaus is [(ID:q8Lm2P) Tuesday February 14 -- 01:00 PM] (1) Klaus is reviewing notes from his conversation with Ayesha Khan)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:10:58.171182+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:Avfzxz) Tuesday February 14 -- 01:00 PM] Activity: Klaus is [(ID:q8Lm2P) Tuesday February 14 -- 01:00 PM] (drafting a new section on community displacement in his research paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:21:28.766626+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:5E054z) Tuesday February 14 -- 00:00 AM] Activity: Francisco is sleeping","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_13680_14040.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:37:34.753977+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:iHsAO9) Tuesday February 14 -- 02:00 PM] Activity: Klaus is [(ID:q8Lm2P) Tuesday February 14 -- 02:00 PM] (drafting a new section of his research paper focusing on community displacement)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T23:50:16.057713+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:hcCFp4) Tuesday February 14 -- 00:00 AM] Activity: Francisco is sleeping","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_14040_14400.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T00:02:54.071602+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:vhxvse) Tuesday February 14 -- 04:00 PM] Activity: Klaus is [(ID:q8Lm2P) Tuesday February 14 -- 04:00 PM] (drafting a new section on community displacement in his research paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_14760_15120.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T00:38:38.011872+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:XAAOHS) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T01:14:32.840183+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:9oqPYq) Tuesday February 14 -- 07:00 AM] Activity: Francisco wakes up, completing his morning routine to start the day","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T01:24:07.123501+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:787wRq) Tuesday February 14 -- 06:00 PM] Activity: Klaus returns to his dorm room, changes into comfortable clothes, and begins to relax after a productive day of academic work (unlocking his dorm room door and entering)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Klaus Mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_15480_15840.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T02:11:22.200736+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:9okjOa) Tuesday February 14 -- 07:00 PM] Activity: Ayesha is engaging in a spontaneous literary discussion with Klaus Mueller regarding *The Tempest*, analyzing the play's themes of (analyzing the symbolism of the storm and the island setting)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_15840_16200.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T02:24:06.348286+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:ZzmlMv) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T02:34:05.235449+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"Here is the corrected and completed hourly schedule for Ayesha Khan on Tuesday, February 14, based on the **originally intended daily plan** provided in the prompt (which differs from the \"Currently\" status text) (sharing her own notes on the linguistic nuances of Ariel’s songs and how they reflect themes of freedom and servitude)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T02:42:03.548522+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:imDBBH) Tuesday February 14 -- 00:00 AM] Activity: Francisco is sleeping","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_16200_16560.jsonl

@@ -0,0 +1,6 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T02:52:36.066922+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:89iiNO) Tuesday February 14 -- 09:00 PM] Activity: Klaus is [(ID:EbVh2O) Tuesday February 14 -- 00:00 AM] Activity (doing a brief mental review of his research paper progress)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:00:27.937668+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:Jf5hJw) Tuesday February 14 -- 09:00 PM] Activity: Tom is engaged in a heated but constructive dialogue with Jane about the mayor election, actively listening to her perspective while occasionally inter (asking Jane to share her specific concerns about the mayor's recent policy announcements)","world":"the Ville","sector":"Moreno family's house","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:01:20.299760+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:89iiNO) Tuesday February 14 -- 09:00 PM] Activity: Klaus is [(ID:EbVh2O) Tuesday February 14 -- 00:00 AM] Activity (reading a few pages of a sociology text to wind down)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:08:27.879953+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:89iiNO) Tuesday February 14 -- 09:00 PM] Activity: Klaus is [(ID:EbVh2O) Tuesday February 14 -- 00:00 AM] Activity (practicing deep breathing to relax his muscles)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Klaus Mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:10:45.412103+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:LE8xon) Tuesday February 14 -- 11:00 PM] Activity: Francisco is going to bed, concluding his day and preparing for sleep (washing his face and applying skincare)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's bathroom","normalized_output":"Francisco Lopez's bathroom","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:14:03.925872+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:Jf5hJw) Tuesday February 14 -- 09:00 PM] Activity: Tom is engaged in a heated but constructive dialogue with Jane about the mayor election, actively listening to her perspective while occasionally inter (feeling his temper rise slightly but consciously choosing to speak calmly and lower his voice)","world":"the Ville","sector":"Moreno family's house","raw_output":"{empty bedroom","normalized_output":"empty bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_16560_16920.failed-1785814100450385000.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:25:27.874090+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:LE8xon) Tuesday February 14 -- 11:00 PM] Activity: Francisco is going to bed, concluding his day and preparing for sleep (placing his phone on the charger)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_16560_16920.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:33:00.341413+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:LE8xon) Tuesday February 14 -- 11:00 PM] Activity: Francisco is going to bed, concluding his day and preparing for sleep (placing his phone on the charger)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:44:47.516047+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:6mHHL1) Tuesday February 14 -- 11:00 PM] Activity: Maria is still awake, scrolling through her phone and waiting for a response from Klaus regarding their Valentine's Day dinner plans, feeling (sighing heavily, feeling a mix of hope and disappointment)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:45:38.860758+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:6mHHL1) Tuesday February 14 -- 11:00 PM] Activity: Maria is still awake, scrolling through her phone and waiting for a response from Klaus regarding their Valentine's Day dinner plans, feeling (setting a reminder to text Klaus in the morning if she hasn't heard back)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Maria Lopez's room","normalized_output":"Maria Lopez's room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room","Wolfgang Schulz's room"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/custom_goal/steps_16920_17280.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-04T03:51:10.866806+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:ar6JiX) Tuesday February 14 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_00000_00360.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:33:05.637448+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_01800_02160.jsonl

@@ -0,0 +1,2 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:49:43.045732+00:00","kind":"action_arena_compatibility_correction","persona":"Wolfgang Schulz","action_description":"[(ID:YVVkHP) Monday February 13 -- 05:00 AM] Activity: Wolfgang wakes up and completes his morning routine, including getting dressed for the day and preparing for his run (applying deodorant and grooming)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Wolfgang Schulz's room","normalized_output":"Wolfgang Schulz's room","accessible_arenas":["garden","Wolfgang Schulz's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T10:53:28.581782+00:00","kind":"action_arena_compatibility_correction","persona":"Jennifer Moore","action_description":"[(ID:jmyxEE) Monday February 13 -- 05:00 AM] Activity: Jennifer wakes up and begins her morning routine, including gentle stretching and preparing for the day (doing a few final deep breaths and light arm stretches to fully awaken her body before starting her day)","world":"the Ville","sector":"Moore family's house","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["main room","bathroom"],"reason":"invalid_output_current_arena_fallback","fallback":true}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_02520_02880.failed-1785757006720717000.jsonl

@@ -0,0 +1 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T11:27:19.358700+00:00","kind":"action_arena_compatibility_correction","persona":"Francisco Lopez","action_description":"[(ID:OwvJtJ) Monday February 13 -- 07:00 AM] Activity: Francisco is waking up and starting his morning routine (getting dressed for the day)","world":"the Ville","sector":"artist's co-living space","raw_output":"{Francisco Lopez's room","normalized_output":"Francisco Lopez's room","accessible_arenas":["Francisco Lopez's room","Francisco Lopez's bathroom","kitchen","common room","Latoya Williams's room","Latoya Williams's bathroom","Rajiv Patel's room","Hailey Johnson's room","Rajiv Patel's bathroom","Hailey Johnson's bathroom","Abigail Chen's room","Abigail Chen's bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_02520_02880.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:21:06.800400+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:41YHko) Monday February 13 -- 07:00 AM] Activity: Klaus wakes up and begins his morning routine, getting ready for the day (checking his email and calendar for any urgent updates from his sociology professor)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:36:38.262253+00:00","kind":"action_arena_compatibility_correction","persona":"Adam Smith","action_description":"[(ID:KZVeE8) Monday February 13 -- 07:00 AM] Activity: Adam is having breakfast and reviewing political articles or local news regarding the upcoming mayor election (reflecting on how the election results might impact societal creativity)","world":"the Ville","sector":"Adam Smith's house","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["bathroom","main room"],"reason":"invalid_output_current_arena_fallback","fallback":true}
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:40:30.201453+00:00","kind":"action_arena_compatibility_correction","persona":"Jane Moreno","action_description":"[(ID:jmndLp) Monday February 13 -- 00:00 AM] Activity: Jane is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_02880_03240.jsonl

@@ -0,0 +1,3 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:56:55.774163+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:5C7apY) Monday February 13 -- 08:00 AM] Activity: Klaus is finishing breakfast at Hobbs Cafe, enjoying a quiet moment before heading to the library (taking a deep breath to center himself before beginning his writing session)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:57:43.440343+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:5C7apY) Monday February 13 -- 08:00 AM] Activity: Klaus is finishing breakfast at Hobbs Cafe, enjoying a quiet moment before heading to the library (opening his document and reviewing the outline for the gentrification paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T12:58:56.354880+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:MjIW8o) Monday February 13 -- 09:00 AM] Activity: Klaus is at the library at Oak Hill College, focusing on writing his research paper on gentrification (1) Klaus is reviewing his notes on gentrification theories)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_03240_03600.jsonl

@@ -0,0 +1,7 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:10:25.525887+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:MjIW8o) Monday February 13 -- 09:00 AM] Activity: Klaus is at the library at Oak Hill College, focusing on writing his research paper on gentrification (drafting the introduction to his research paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:16:31.650694+00:00","kind":"action_arena_compatibility_correction","persona":"Ayesha Khan","action_description":"[(ID:KkiytV) Monday February 13 -- 09:00 AM] Activity: Ayesha is settling into her spot at the library, organizing her notes, and preparing her materials for the classes that start at (downloading the syllabus and reading materials for the current week's classes)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{Ayesha Khan's room","normalized_output":"Ayesha Khan's room","accessible_arenas":["garden","Ayesha Khan's room","woman's bathroom","common room","man's bathroom","Wolfgang Schulz's room","Maria Lopez's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:18:07.481769+00:00","kind":"action_arena_compatibility_correction","persona":"Adam Smith","action_description":"[(ID:3FlSp4) Monday February 13 -- 09:00 AM] Activity: Adam is continuing to write and reflect on complex ideas for his book on creativity (pausing to challenge his own preconceptions about creativity)","world":"the Ville","sector":"Adam Smith's house","raw_output":"kitchen","normalized_output":"main room","accessible_arenas":["bathroom","main room"],"reason":"invalid_output_current_arena_fallback","fallback":true}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:19:44.849958+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:MjIW8o) Monday February 13 -- 09:00 AM] Activity: Klaus is at the library at Oak Hill College, focusing on writing his research paper on gentrification (outlining the main arguments for the body of the paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:24:06.362933+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:LWsiyk) Monday February 13 -- 10:00 AM] Activity: Klaus is [(ID:5C7apY) Monday February 13 -- 10:00 AM] Activity: (1) Klaus is reviewing his notes on gentrification theories)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:24:52.858569+00:00","kind":"action_arena_compatibility_correction","persona":"Tom Moreno","action_description":"[(ID:RrymUw) Monday February 13 -- 00:00 AM] Activity: Tom is sleeping","world":"the Ville","sector":"Moreno family's house","raw_output":"{Tom and Jane Moreno's bedroom","normalized_output":"Tom and Jane Moreno's bedroom","accessible_arenas":["common room","Tom and Jane Moreno's bedroom","empty bedroom","garden","kitchen","bathroom"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:27:34.973691+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:LWsiyk) Monday February 13 -- 10:00 AM] Activity: Klaus is [(ID:5C7apY) Monday February 13 -- 10:00 AM] Activity: (outlining the introduction for his research paper)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}

chapter10/generative-agents/validation/runs/exp10-5-qwen37flash-20260804-v1/compatibility/no_reflection/steps_03600_03960.jsonl

@@ -0,0 +1,4 @@
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:35:12.214836+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:LWsiyk) Monday February 13 -- 10:00 AM] Activity: Klaus is [(ID:5C7apY) Monday February 13 -- 10:00 AM] Activity: (drafting the first section on historical context)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:37:54.696015+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:LWsiyk) Monday February 13 -- 10:00 AM] Activity: Klaus is [(ID:5C7apY) Monday February 13 -- 10:00 AM] Activity: (researching specific case studies for his argument)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:39:30.125118+00:00","kind":"action_arena_compatibility_correction","persona":"Maria Lopez","action_description":"[(ID:Be7B49) Monday February 13 -- 10:00 AM] Activity: Maria wakes up and completes her morning routine, including stretching and getting ready for the day (doing a quick 10-minute stretching session)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"{common room","normalized_output":"common room","accessible_arenas":["garden","Maria Lopez's room","woman's bathroom","common room","man's bathroom","Ayesha Khan's room","kitchen","Klaus Mueller's room"],"reason":"stripped_response_wrappers","fallback":false}
+{"schema_version":1,"timestamp_utc":"2026-08-03T13:43:37.770200+00:00","kind":"action_arena_compatibility_correction","persona":"Klaus Mueller","action_description":"[(ID:LWsiyk) Monday February 13 -- 10:00 AM] Activity: Klaus is [(ID:5C7apY) Monday February 13 -- 10:00 AM] Activity: (writing the body paragraph on economic displacement)","world":"the Ville","sector":"Dorm for Oak Hill College","raw_output":"klaus mueller's room","normalized_output":"Klaus Mueller's room","accessible_arenas":["garden","Klaus Mueller's room","woman's bathroom","common room","man's bathroom","kitchen","Maria Lopez's room","Ayesha Khan's room","Wolfgang Schulz's room"],"reason":"case_insensitive_exact_match","fallback":false}