Amp-Skill: Interruption Pattern Detection and Retrieval

GF(3) Trit: 0 (ERGODIC - coordination layer) Foundation: DuckDB ACSet from Amp file-changes

Overview

Amp-Skill distills usage patterns from Amp thread history, specifically focusing on interruption patterns where tool suggestions were rejected in favor of:

1. Two-lock processes - user requested confirmation before proceeding
2. Complete discontinuation - user abandoned the thread entirely
3. Reverted operations - user explicitly undid an AI action

Retrieval Benchmark Metrics