← ClaudeAtlas

pattern-retrospectivelisted

Apply rigorous pattern-retrospective analysis to Claude transcripts. Fires on any study, blog post, handoff doc, retrospective, spec, or improvement proposal that draws conclusions from past Claude sessions. Enforces target-system audit BEFORE specifying its requirements, streaming JSONL parsing, 5-tuple extraction with provenance tags, self-falsification of every cited claim, Bayesian confidence smoothing, and correlation-not-causation discipline. Prevents the credulous-handoff failure mode where ~60% of proposed requirements already exist in the target system.
BryceEWatson/claude-global-skills · ★ 0 · AI & Automation · score 71
Install: claude install-skill BryceEWatson/claude-global-skills
# Pattern-retrospective workflow You're producing a study / blog post / handoff / spec / retrospective that draws conclusions from Bryce's past Claude sessions. Apply this rigor before publishing. The chat-arch v2 Rev 3 plan describes the substrate that will eventually automate this. Until that ships (the chat-arch repo's `_planning/chat-arch-v2-rev3-plan.md`), you are the curator, falsifier, and substrate. The outputs you write become the seed data when chat-arch's automation lands — write them so they're machine-readable later. ## §1 — The load-bearing meta-discipline **Before specifying any external system's requirements, audit that system first.** If you're writing a "handoff to X" / "spec for X" / "improvements to X" / "what X should do" document, spend 30 minutes reading X's code, locked spec, and CLAUDE.md before writing. Lead the document with a "Context: what already exists in X" section. If you can't write that section, you can't write the document. This applies recursively. When you cite a fact about an external system, verify it the same way you'd verify any other agent's cited claim. "X already does Y" is a falsifiable claim — falsify it before relying on it. **Why this rule exists:** the May 2026 handoff to chat-arch failed this check. Roughly 60% of its proposed "chat-arch requirements" already existed in the chat-arch codebase — Phase 1's log-location discovery, Phase 3's false-positive filter, Phase 6's external verification, Phase 7's aggregate metric