from scripts.memory_manager import MemoryManager

memory = MemoryManager(project_dir)
memory.store(
    key="auth_solution",
    value="Added User-Agent header to fix 403",
    memory_type="causal"
)

memory.store_causal_chain(
    error="403 Forbidden on API call",
    solution="Add User-Agent header to requests"
)

solutions = memory.get_similar_errors("403 error calling API")
# Returns: [{"error": "403 Forbidden...", "solution": "Add User-Agent..."}]

┌─────────────────────────────────────────────────────────────┐
│                    MEMORY TYPES                              │
├─────────────────────────────────────────────────────────────┤
│                                                              │
│  EPISODIC                                                    │
│  ├─ Past events and outcomes                                │
│  ├─ "Last time we deployed, X happened"                     │
│  └─ Session summaries                                       │
│                                                              │
│  PROCEDURAL                                                  │
│  ├─ Learned skills and patterns                             │
│  ├─ "How to set up database migrations"                     │
│  └─ Working code patterns                                   │
│                                                              │
│  SEMANTIC                                                    │
│  ├─ Factual knowledge about project                         │
│  ├─ "Database uses PostgreSQL"                              │
│  └─ Architecture decisions                                  │
│                                                              │
│  CAUSAL                                                      │
│  ├─ Error → Solution chains                                 │
│  ├─ "403 error → Add User-Agent header"                     │
│  └─ Self-healing patterns                                   │
│                                                              │
└─────────────────────────────────────────────────────────────┘

project/
└── .claude/
    └── memory/
        ├── episodic.json
        ├── procedural.json
        ├── semantic.json
        └── causal.json

# Traditional error handling:
# Error occurs → Unclear response

# Causal memory:
# Error: 403 Forbidden
# Memory: [403] → [missing User-Agent] → [added header] → [success]
# Response: "Adding User-Agent header (learned from previous error)"