LearnHarness

What is LearnHarness?

LearnHarness is a desktop application that uses AI agents to plan and deliver personalized teaching and practice sessions. It adapts to your current understanding and guides you toward a specific learning goal. The tool focuses on building reasoning skills rather than just memorizing facts.

The workflow begins by probing your existing knowledge to find gaps. The agent then builds a dependency tree to create a lesson map. During teaching, it explains one reasoning step at a time and asks you to predict outcomes before revealing explanations. Practice problems adapt to your mistakes, offering hints when you struggle and targeting weak areas in future questions.

All progress accumulates in a persistent knowledge graph that renders ideas and reasoning chains visually. Teaching and practice agents share this graph as context, allowing later sessions to build on previous work. You can also import notes. The software stores learning records as plain files locally, keeps system prompts visible and editable, and requires users to bring their own API keys. A live meter tracks external model costs, and there are no subscriptions or markups.

LearnHarness features

• Adaptive teaching agents that probe understanding
• Step-by-step reasoning instruction with prediction fields
• Persistent knowledge graph tracking propositions and chains
• Practice problems that adapt to identified difficulties
• Bring your own API keys with live cost metering
• Plain text local storage for learning records
• Visible and editable system prompts

Who uses LearnHarness and for what

• Studying complex mathematical proofs step by step
• Learning programming concepts through adaptive problem sets
• Preparing for technical interviews with targeted reasoning drills
• Building a personal knowledge base from imported notes
• Self-teaching physics topics using interactive lesson maps

LearnHarness FAQ

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