Experiments around how conviction forms in learning systems without guarantees of alignment.
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Updated
Dec 27, 2025 - Python
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learning-systems
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Real documentation, MEL tools, and calculators for public knowledge work
education documentation public-health non-profit knowledge-management mle planning-tools learning-systems research-to-practice
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Updated
May 28, 2025 - Stata
An agentic learning companion that helps developers resume progress after procrastination by selecting a single, minimal next action from a bounded task space. Focused on re-entry, not productivity, with deterministic rules and explainable AI decisions evaluated via Comet Opik.
human-in-the-loop opik hackathon-project explainable-ai agentic-ai learning-systems behavioral-design
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Jan 20, 2026 - Python
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