continuous-learning-v2

You can capture session events by enabling PreToolUse and PostToolUse hooks to record tool usage to a local observations.jsonl store, which a background observer agent converts into confidence-scored YAML instinct files.

Confidence-weighted instincts are atomic YAML files that encode user patterns by recording a trigger, confidence score, domain, and evidence, turning repeated developer workflows and style preferences into actionable automation.

You can share team conventions by using the CLI import and export utilities to transfer YAML instinct files, allowing other developers to apply observed coding styles and debugging workflows to their own sessions.

Yes, the CLI utilities support clustering observed instincts to evolve them into new skills, commands, or specialist agents, allowing repeated debugging sequences to become reusable automation.

Yes, the observer agent relies on Claude Code sessions emitting PreToolUse and PostToolUse hooks to capture deterministic tool events, which are then analyzed to detect patterns and assign confidence scores.

The best way is to enable session observation hooks and let the background observer agent detect your recurring style preferences, automatically generating atomic confidence-scored instincts without manual rule writing.