collab-proof

Topics in the source

• collab-proof
• Layer 01 — Signal detection
• Layer 02 — WorkIntentClassifier
• Frame scoring rubric
• Pruning rule
• Intent classification
• Internal output format
• Layer 03 — Output

Surfaces AI collaboration evidence the developer didn't consciously record. Vela 3-layer pipeline × ADHD 4-frame reasoning — prompt-native, zero dependencies. -- Run git log --oneline -10 and git diff --stat HEAD3..HEAD first. Classify signal level using this rubric (pick the highest that matches): HIGH → full artifacts (DECISIONS.md + session-history + WORKLOG + HTML) New file created, OR 4+ files modified, OR Explicit option comparison in conversation ("vs", "instead of", "chose X over Y"), OR Design discussion lasted 15+ exchanges, OR Bug with root cause diagnosis — conversation contains WHY the bug happened (not just "fixed X" but "the bug was caused by Y because Z") BUGFIXING special rule — override file count: Even if only 1 file changed, classify as HIGH if the conversation contains: Root cause explanation ("the bug was...", "this happened because...", "the issue is...") Diagnosis process ("I checked...", "turned out...", "the problem was...") Fix rationale ("chose this approach because...", "instead of X, used Y because...") File count doesn't matter for bugs — a well-diagnosed single-file fix is more valuable than a 10-file feature with no discussion. MEDIUM → WORKLOG only

This is an excerpt. Refer to the complete source and its current requirements.