Phase 8 completed modular feature controls and CI matrix scaling. The next bottlenecks are:
- Release confidence across evolving feature combinations.
- Faster root-cause identification for CI regressions.
- Better operational safeguards when introducing new/experimental features.
Based on recent local matrix validation:
- Fast tier: 25 cases, ~2102 ms total.
- Full tier: 45 cases, ~3569 ms total.
- Slowest cases are concentrated in richer generation paths (dashboard and mixed feature pairs).
This indicates a healthy baseline with room to improve variance control and diagnostics.
- Prevent regressions before merge via stricter quality gates tied to feature lifecycle.
- Improve debugging speed with richer machine-readable CI artifacts.
- Reduce execution variance and runtime cost for full-tier validation.
- Improve release repeatability and rollback safety.
- Add per-case retry metadata for known flaky classes (without masking hard failures).
- Emit per-case stdout/stderr artifact bundles for failed cases.
- Introduce deterministic ordering and optional sharding seed for reproducible reruns.
Success metrics:
- Median CI triage time reduced by 30%.
- Zero unresolved matrix flakes over 2 weeks.
- Add policy checks so experimental features require explicit acknowledgement in release notes.
- Add deprecated-feature countdown metadata (target removal release).
- Fail release checks if removed aliases are still referenced in fixtures or examples.
Success metrics:
- No undocumented lifecycle transitions.
- No stale aliases in docs/fixtures at release time.
- Add release candidate workflow that runs full matrix + snapshot + freshness + smoke in one report.
- Generate single release-quality summary JSON with pass/fail gates and key durations.
- Add rollback note template populated from changed feature/lifecycle metadata.
Success metrics:
- One-command release verification.
- Faster go/no-go decision with a single artifact.
- Track p50/p95 matrix durations from history files.
- Add top-N slow-case trend graph data export (JSON-first, chart-ready).
- Optimize the slowest 3 cases by reducing redundant setup work per case.
Success metrics:
- Full-tier duration reduced by 20%.
- p95 variance reduced by 25%.
- Week 1: Matrix intelligence + failure artifacts.
- Week 2: Lifecycle enforcement + deprecated countdown checks.
- Week 3: Release candidate workflow + consolidated release summary.
- Week 4: Performance optimization and trend reporting.
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Risk: Over-strict gates block developer velocity.
- Mitigation: Start as warning-only for 1 week, then enforce.
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Risk: CI runtime increase from added diagnostics.
- Mitigation: Keep diagnostics conditional on failure where possible.
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Risk: Lifecycle policy churn.
- Mitigation: Require explicit migration notes and owner field per lifecycle change.
Phase 9 is complete when:
- Release candidate workflow is green for 3 consecutive runs.
- Full-tier duration target reduction is met.
- Lifecycle checks are enforced with zero unresolved violations.
- CI failure artifacts provide actionable root-cause data without reruns.