What is a 'drift check' in the rethink skill?

A drift check is a Phase 0 process that compares your current system configuration and CLAUDE.md file against your documented methodology to find staleness, coverage gaps, or assertion mismatches.

Does it automatically modify my configuration files?

No. The skill presents a triage table for your review and requires explicit user confirmation before executing any changes to your files or methodology.

Can I use the rethink skill on specific targets?

Yes, you can run the full workflow, or target specific phases like 'triage', 'patterns', or 'drift' depending on your current needs.

How does the triage process work?

The skill analyzes pending observations and tensions, then suggests a disposition for each: Promote (insight), Implement (system change), Methodology (behavioral update), or Archive.

Knowledge System Rethink

Name: Knowledge System Rethink
Author: LopeWale

byLopeWale

0•

생산성 및 워크플로

Evolves AI knowledge systems by challenging assumptions against accumulated evidence and triaging observations into actionable improvements.

Knowledge System Rethink acts as an adaptive 'immune system' for your AI's operational logic, preventing methodology calcification. It applies the scientific method to your workspace by analyzing friction points (observations) and contradictions (tensions), then triaging them into actionable system updates, methodology notes, or permanent domain insights. By running a structured multi-phase workflow—including automated drift detection between configuration and documentation—it ensures your AI’s instructions remain aligned with reality and evolve based on actual usage data rather than static intuition.

주요 기능

01Interactive 'Human-in-the-Loop' approval for all system modifications

02Evidence Triage system for processing observations and tensions

03Domain-specific vocabulary mapping via derivation manifests

04Automated Drift Detection to identify gaps between methodology and configuration

05Multi-phase analysis workflow (Drift Check, Triage, Pattern Detection)

060 GitHub stars

사용 사례

01Refining a custom coding methodology based on real-world edge cases encountered during development

02Resolving friction in long-running projects where system instructions have become stale or contradictory

03Scaling knowledge systems by automatically promoting recurring patterns into permanent documentation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lopewale/ampllabs rethink

For use in Claude.ai and ChatGPT