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

chapter9/gaia-experience/config.yaml

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+# Experience Learning Configuration for GAIA
+
+# Learning Mode Settings
+learning:
+  enabled: true  # Enable learning from successful trajectories
+  summarizer:
+    model: "gpt-5.6-luna"  # Model for summarizing trajectories
+    temperature: 0.3  # Lower temperature for consistent summaries
+    max_trajectory_steps: 100  # Maximum steps to include in summary
+  
+  # Experience storage
+  storage:
+    path: "./learned_experiences.json"
+    max_experiences: 1000  # Maximum experiences to store
+    auto_save: true  # Auto-save after each new experience
+
+# Knowledge Base Settings
+knowledge_base:
+  enabled: true  # Enable knowledge base for retrieval
+  preload_validation: true  # Preload gaia-validation.jsonl on startup
+  
+  # Index settings
+  index:
+    path: "./kb_index"
+    embedding_model: "all-MiniLM-L6-v2"  # Sentence transformer model
+    embedding_dim: 384  # Dimension of embeddings
+    
+  # Search settings
+  search:
+    top_k: 3  # Number of similar experiences to retrieve
+    min_similarity: 0.3  # Minimum similarity threshold
+    use_semantic: true  # Use semantic search (vs keyword only)
+
+# Experience Application Settings
+application:
+  enabled: true  # Apply experiences to new tasks
+  
+  # How to incorporate experiences
+  strategy: "prompt_enhancement"  # Options: prompt_enhancement, context_injection
+  
+  # Prompt enhancement settings
+  prompt:
+    max_experiences: 5  # Maximum experiences to include in prompt
+    format: "detailed"  # Options: detailed, summary, minimal
+    
+  # Experience filtering
+  filtering:
+    by_level: true  # Filter experiences by difficulty level
+    by_tools: true  # Filter by similar tools required
+    recency_bias: 0.1  # Weight recent experiences higher (0-1)
+
+# GAIA Dataset Settings
+dataset:
+  validation_file: "gaia-validation.jsonl"
+  dataset_path: "./AWorld/examples/gaia/GAIA"
+  
+  # Processing settings
+  batch_size: 10  # Process questions in batches
+  timeout: 300  # Timeout per question (seconds)
+  
+  # Evaluation settings
+  evaluation:
+    strict_matching: false  # Use strict answer matching
+    case_sensitive: false  # Case-sensitive comparison
+    
+# Agent Settings
+agent:
+  name: "gaia_experience_agent"
+  
+  # LLM settings (can be overridden by environment variables)
+  llm:
+    provider: "openai"  # Default provider
+    model: "gpt-5.6-luna"  # Default model
+    temperature: 0.0  # Temperature for task execution
+    max_tokens: 4096  # Maximum tokens per response
+    
+  # Tool settings
+  tools:
+    enable_all: true  # Enable all available tools
+    timeout: 60  # Tool execution timeout (seconds)
+    
+  # Memory settings
+  memory:
+    short_term_capacity: 20  # Short-term memory capacity
+    enable_long_term: true  # Enable long-term memory
+
+# Logging Settings
+logging:
+  level: "INFO"  # Logging level: DEBUG, INFO, WARNING, ERROR
+  file: "./logs/experience_agent.log"
+  
+  # Detailed logging options
+  log_trajectories: true  # Log full trajectories
+  log_summaries: true  # Log generated summaries
+  log_retrieval: true  # Log retrieval results
+  
+# Experimental Features
+experimental:
+  # Multi-agent collaboration
+  multi_agent:
+    enabled: false  # Enable multi-agent mode
+    share_experiences: false  # Share experiences between agents
+    
+  # Active learning
+  active_learning:
+    enabled: false  # Request human feedback on uncertain cases
+    uncertainty_threshold: 0.3  # Threshold for requesting feedback
+    
+  # Experience evolution
+  evolution:
+    enabled: false  # Allow experiences to evolve over time
+    merge_similar: false  # Merge similar experiences
+    prune_outdated: false  # Remove outdated experiences
+    
+# Performance Optimization
+optimization:
+  # Caching
+  cache:
+    enabled: true  # Enable caching
+    embeddings: true  # Cache embeddings
+    llm_responses: false  # Cache LLM responses
+    
+  # Parallel processing
+  parallel:
+    enabled: false  # Enable parallel processing
+    max_workers: 4  # Maximum parallel workers
+    
+  # Resource limits
+  limits:
+    max_memory_gb: 8  # Maximum memory usage
+    max_cpu_percent: 80  # Maximum CPU usage