continuous-learning-v2

Automatic learning system that captures session patterns as scoped "instincts" with confidence scoring, then evolves them into reusable skills and commands. -Based Architecture An advanced learning system that turns your Claude Code sessions into reusable knowledge through atomic "instincts" - small learned behaviors with confidence scoring. v2.1 adds project-scoped instincts — React patterns stay in your React project, Python conventions stay in your Python project, and universal patterns (like "always validate input") are shared globally. An instinct is a small learned behavior: Properties: The system automatically detects your current project: Each project gets a 12-character hash ID (e.g., a1b2c3d4e5f6 ). A registry file at ~/.claude/homunculus/projects.json maps IDs to human-readable names. If installed as a plugin (recommended): No extra settings.json hook block is required. Claude Code v2.1+ auto-loads the plugin hooks/hooks.json , and observe.sh is already registered there. If you previously copied observe.sh into ~/.claude/settings.json , remove that duplicate PreToolUse / PostToolUse block. Duplicating the plugin hook causes double execution and ${CLAUDE_PLUGIN_ROOT} resolution errors because that variable is only available inside plugin-managed hooks/hooks.json entries.