37. QA Autopilot Audit And Risk Gates

Date: March 23, 2026
Purpose: Define a 4-hour autonomous QA/risk review workflow that produces actionable architecture and validation recommendations with release gate scoring.

Executive Summary

Repository growth has increased delivery speed and widened risk exposure. This document defines an autopilot QA process that emphasizes:

  • Validation integrity over optimistic reporting.

  • Regression containment over feature velocity.

  • Explicit risk scoring and DFMEA traceability.

  • Repeatable evidence outputs suitable for release decisions.

4-Hour Autonomous Audit Runbook

Phase 0: Baseline Lock (10-15 min)

  • Capture repository baseline (git status, changed-files list).

  • Confirm protected/non-editable path boundaries.

  • Record current instruction routing snapshot.

Output: Baseline snapshot notes.

Phase 1: Parallel Discovery Sweep (45-60 min)

  • Source hygiene scan across active TB11 trees for complexity, coupling, and drift markers.

  • Validation pipeline scan across scripts/ and reports/ for OCR evidence health and fixture discipline.

  • Governance scan across modernization docs for bug/DFMEA/risk traceability consistency.

Output: Findings matrix grouped by severity and confidence.

Phase 2: Gate Scoring (40-50 min)

Score each gate as PASS, FAIL, or PARTIAL:

  • OCR truth gate.

  • Regression gate.

  • Traceability gate (bug <-> DFMEA <-> evidence).

  • Architecture hygiene gate.

  • Competitive parity gate — verify domain rollup scores from 41. Competitive Parity Checklist — ConstructiVision vs Industry Benchmark meet launch thresholds: P0 domains ≥ 90% CV-CAD parity, cv-web alpha ≥ 80% P0 parity, engineering domain (D4) ≥ 20% for industry benchmark comparison.

Output: QA gate scoreboard and risk heatmap.

Phase 3: Recommendation Synthesis (35-45 min)

Produce prioritized recommendations:

  • Immediate (0-7 days): blockers and policy risk.

  • Near-term (1-3 sprints): automation and hardening.

  • Structural (quarter): architecture and operating model controls.

Each recommendation includes owner role, effort estimate, and measurable verification.

Output: Action backlog for product triage.

Phase 4: Instruction Tuning Draft (35-45 min)

Prepare staged (review-only) instruction updates for:

  • .github/copilot-instructions.md

  • .github/AGENTS.md

  • .github/instructions/qa-validation.instructions.md

  • .github/instructions/product-management.instructions.md

Output: Proposed diffs and behavioral impact notes.

Phase 5: Publish Audit Report (25-35 min)

Publish findings and suggestions in modernization docs with direct file evidence references.

Output: Decision-ready QA report with release gate recommendation.

Phase 6: Verification and Handoff (15-20 min)

  • Validate documentation safety and quality checks.

  • Verify no forbidden paths were edited.

  • Verify each high-severity finding has evidence and an owner/date.

Output: Handoff checklist.

QA Gate Thresholds

Use these thresholds in every autonomous run:

  • OCR match threshold for covered dialogs: >=95% vs golden baseline.

  • Instant-fail indicator tolerance: 0.

  • Core regression tolerance: 0 new regressions.

  • High-severity traceability coverage: 100% (bug tracker + DFMEA linkage).

  • Competitive parity P0 domain threshold: >=90% CV-CAD matched items across P0 domains (see 41. Competitive Parity Checklist — ConstructiVision vs Industry Benchmark Appendix C).

If any threshold fails, release status is blocked pending mitigation.

Risk Heatmap Structure

Classify findings by impact and confidence:

Priority

Typical Pattern

Required Action

P0

Shipping blocker, deterministic validation fail, data risk

Immediate fix + rerun validation gate

P1

New regression, missing DFMEA mapping, repeated environment drift

Sprint-level mitigation with owner/date

P2

Flaky tests, medium debt, non-blocking architecture erosion

Stabilization backlog and monitoring

Suggested Deliverable Bundle Per Run

  • audit-gate-scoreboard.md

  • audit-risk-heatmap.md

  • audit-findings-matrix.md

  • audit-prioritized-backlog.md

All files should include evidence references, owner role, target date, and verification criteria.

Operating Principles

  • Evidence first, conclusions second.

  • Risk reduction before optimization.

  • No release-readiness claim without gate evidence.

  • No closure of high-risk findings without rerun proof.

Next Steps

  1. Run the 4-hour autopilot cycle weekly during high-change periods.

  2. Add gate-score trend tracking to highlight risk drift over time.

  3. Expand regression checks as new workflows are validated and linked to DFMEA.