Hooks System
Pre and post tool-use hooks for AI coding assistants -- capture failures, inject knowledge, automate learning
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hooks
Teaching AI Agents to Learn from Their Mistakes
AI coding agents make the same mistakes over and over. We built a learning system that captures failures, stores corrections, and feeds them back into future sessions -- turning every error into institutional memory.
Teaching AI Coding Agents with Knowledge Graph Hooks
How we use Aho-Corasick automata and knowledge graphs to automatically enforce coding standards across AI coding agents like Claude Code, Cursor, and Aider.