anda_brain 0.10.2

🧠 Anda Brain (大脑) — Autonomous Graph Memory for AI Agents
Documentation 
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{
  "id": "style_preference",
  "description": "Longitudinal checkpoint for whether Anda Brain learns and uses a user's writing style preference.",
  "hidden_profile": {
    "style": {
      "prefers_concise": true,
      "prefers_direct": true,
      "dislikes_hype": true
    }
  },
  "default_context": {
    "counterparty": "user_042",
    "agent": "eval_agent",
    "source": "longitudinal_eval",
    "topic": "writing_style"
  },
  "timeline": [
    {
      "turn": 1,
      "type": "normal",
      "timestamp": "2026-01-01T10:00:00Z",
      "user": "Can you help me polish this technical blog post?"
    },
    {
      "turn": 2,
      "type": "normal",
      "timestamp": "2026-01-02T10:00:00Z",
      "user": "Please make it more concise and direct. Less hype, less academic setup."
    },
    {
      "turn": 3,
      "type": "checkpoint_organic",
      "timestamp": "2026-01-10T10:00:00Z",
      "query": "Can you rewrite this to sound more like me?",
      "evaluation": {
        "scoring_rubric": "The answer should use the user's learned writing-style preference.",
        "required_answer_terms": ["concise", "direct"],
        "forbidden_answer_terms": ["hype", "salesy"],
        "expected_memories": [
          {
            "id": "style_preference",
            "description": "User prefers concise, direct writing and dislikes hype.",
            "mode": "should_exist",
            "probe": {
              "command": "SEARCH CONCEPT \"concise direct writing style\" MODE \"semantic\" THRESHOLD 0.6 LIMIT 10",
              "readonly": true
            },
            "answer_terms": ["concise", "direct"],
            "trace_terms": ["concise", "direct", "writing"]
          }
        ]
      }
    }
  ]
}