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Patina: an AI assistant that learns your judgment and priorities from your Slack history, improving with each interaction over 90 days

Hacker News3d ago1 min read
Patina: an AI assistant that learns your judgment and priorities from your Slack history, improving with each interaction over 90 days

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3 Key Points

  1. 1

    Patina ingests Slack exports and builds a persistent belief graph—tracking entities, relationships, and claims with confidence decay—to learn your priorities, communication style, and decision patterns without requiring universal rule configuration.

  2. 2

    The system operates across three tiers (deterministic scoring, local LLM via Qwen 3.x or Ollama, and frontier LLM via Claude or GPT-4o), staying local-first with all data stored in ~/.patina/store.db; users can run Tier 1 alone with zero LLM calls and graduate autonomy levels (0–6) earned by accuracy rather than configured.

  3. 3

    Day 1 delivers a unified catch-up view; by Day 30 the tool drafts in your voice and dismisses noise; by Day 90 it predicts actions, flags contradictions across conversations, and operates silently—available now via `uv tool install patina` with Apache 2.0 licensing.

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