Patina, an AI that learns your judgment, not just your tasks

In plain words

Patina is an AI tool that learns from user judgment and decision-making patterns rather than simply tracking tasks. Available on GitHub, it adapts to how individuals think and make choices, making it useful for anyone looking to build personalized AI assistance. The tool focuses on understanding user preferences and reasoning over time, rather than just managing to-do lists or basic automation.

written from the facts on this page · September 2026

From the sources

A cognitive framework that builds beliefs about a subject, tracks confidence over time, detects contradictions, and acts on what it notices — with governed autonomy and human gates. Patina is an architecture for building systems that form, hold, decay, and act on beliefs about a subject. It maintains an epistemically honest model with quantified confidence, temporal decay, contradiction detection, and graduated autonomy earned through accuracy. The framework is subject-agnostic: demonstrated at personal scale (one person's Slack history), designed for team and organizationalfrom github.com

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