Last Updated: 2026-05-03 Owner: Ops-Dev Summary: Formal review template for judging whether a QuantMatrix release is ready for production use.
QuantMatrix Production Readiness Review Template¶
This template is used before any significant production release, live trading launch, or major system change.
Its purpose is to provide a formal readiness checkpoint so the team can decide: - what is ready - what is risky - what is missing - what must be fixed before release
This is not just a technical checklist. It is a release decision document.
1. Review Metadata¶
- Review Title:
- Review Date:
- Release / Version:
- Environment Targeted: Paper / Live / Both
- Review Owner:
- Operator Reviewer:
- Engineering Reviewer:
- Strategy Reviewer:
- Risk Reviewer:
2. Change Summary¶
Describe what is changing in this release.
- Features added:
- Components changed:
- Strategies changed:
- Risk logic changed:
- Broker integration changes:
- UI changes:
- Data model changes:
- Analytics changes:
- Operational procedure changes:
3. Release Scope Classification¶
Mark all that apply:
- [ ] New feature release
- [ ] Bug fix release
- [ ] Broker integration change
- [ ] Strategy logic change
- [ ] Risk control change
- [ ] Order routing or OMS change
- [ ] Reconciliation change
- [ ] UI-only change
- [ ] Analytics-only change
- [ ] Operations/process change
4. Executive Readiness Summary¶
Overall Recommendation¶
- Ready for release: Yes / No / Yes with restrictions
Summary¶
- What gives confidence:
- Biggest remaining risks:
- Required restrictions if released:
- Recommended rollout approach:
5. Architecture and Design Review¶
- Does the change align with the system architecture?
- Does it preserve module boundaries?
- Are new dependencies justified?
- Are any responsibilities leaking across modules?
- Are any shortcuts being taken that increase operational risk?
Findings¶
- Architecture concerns:
- Design debt introduced:
- Follow-up needed:
6. Functional Readiness¶
Behavior Review¶
- [ ] Requirements are implemented
- [ ] Acceptance criteria are met
- [ ] UI behavior matches intended workflows
- [ ] Trading workflows behave as expected
- [ ] Non-goals remain out of scope
Business and Trading Logic¶
- [ ] Entry behavior validated
- [ ] Exit behavior validated
- [ ] Watchlist behavior validated
- [ ] Scanner behavior validated
- [ ] Account summary behavior validated
- [ ] Risk behavior validated
- [ ] Order lifecycle validated
7. Reliability and Failure Readiness¶
Failure Handling¶
- [ ] Retry behavior implemented
- [ ] Timeout behavior implemented
- [ ] Duplicate handling implemented
- [ ] Partial failure behavior documented
- [ ] Reconnect behavior tested
- [ ] Recovery paths documented
Resilience Review¶
- Known failure modes:
- Worst-case failure impact:
- Whether failure degrades safely:
- Whether release introduces new high-risk paths:
8. Risk and Safety Review¶
Trading Risk Controls¶
- [ ] Max daily loss enforced
- [ ] Max position size enforced
- [ ] Max trades per day enforced
- [ ] Market-hours validation enforced
- [ ] Duplicate order prevention enforced
- [ ] Blocked symbols enforced
- [ ] Emergency halt works
Operational Safety¶
- [ ] Live vs paper separation is clear
- [ ] Dangerous actions are guarded
- [ ] Config defaults are safe
- [ ] Manual override paths are understood
Risk Concerns¶
- Risk issues found:
- Risk signoff required:
- Release blockers:
9. Data and State Review¶
Persistence and Reconciliation¶
- [ ] Database migrations reviewed
- [ ] Redis key behavior reviewed
- [ ] Retention policy reviewed
- [ ] Source-of-truth boundaries understood
- [ ] Reconciliation paths tested
Data Integrity¶
- [ ] Orders persist correctly
- [ ] Executions persist correctly
- [ ] Positions remain consistent
- [ ] P&L remains consistent
- [ ] Trade analytics capture remains consistent
10. Observability Review¶
Monitoring¶
- [ ] Structured logs present
- [ ] Metrics present
- [ ] Health checks present
- [ ] Alerts configured
- [ ] Operator can understand current state from UI
Debuggability¶
- [ ] Logs are sufficient to reconstruct incidents
- [ ] State transitions are visible
- [ ] Critical identifiers are logged
- [ ] Recommendation logic is auditable if affected
11. Testing Review¶
Automated Tests¶
- [ ] Unit tests pass
- [ ] Integration tests pass
- [ ] End-to-end tests pass
- [ ] Failure-path tests pass
Manual Validation¶
- [ ] UI validated
- [ ] Paper trading scenario validated if required
- [ ] Reconciliation validated
- [ ] Emergency halt validated safely
Test Gaps¶
- Uncovered areas:
- Deferred tests:
- Acceptable reasons for deferral:
12. Analytics and Review Readiness¶
If analytics-related logic changed: - [ ] Trade capture still works - [ ] Feature extraction still works - [ ] Recommendations are versioned - [ ] Reporting outputs remain trustworthy - [ ] Historical comparability impact reviewed
Analytics Risks¶
- Any misleading metrics introduced:
- Any recommendation quality concerns:
- Any backfill/recompute required:
13. UI and Operator Readiness¶
Operator Workflow¶
- [ ] Command Center remains clear
- [ ] Critical alerts visible
- [ ] Orders and positions understandable
- [ ] Settings changes understandable
- [ ] Operator actions have clear feedback
UX Risk¶
- Any confusing labels:
- Any hidden dangerous actions:
- Any degraded monitoring usability:
14. Deployment and Rollout Plan¶
Deployment Readiness¶
- [ ] Deployment steps documented
- [ ] Rollback plan documented
- [ ] Environment variables reviewed
- [ ] Migration order reviewed
- [ ] Startup order reviewed
Rollout Strategy¶
- Direct release / staged release / paper-first / limited live
- Initial capital cap:
- Initial strategy scope:
- Initial session constraints:
- Monitoring intensity for rollout:
15. Incident Preparedness¶
- [ ] Operations runbook updated
- [ ] Incident response playbook updated
- [ ] New incident scenarios identified
- [ ] Operator briefed on changes
- [ ] Engineer on-call aware of changes
16. Open Issues and Release Blockers¶
Critical Blockers¶
- [ ]
- [ ]
- [ ]
Non-Blocking Known Issues¶
- [ ]
- [ ]
- [ ]
Accepted Risks¶
- Risk:
- Why accepted:
- Who approved:
17. Go / No-Go Decision¶
Decision¶
- Go
- Go with restrictions
- No-Go
Conditions¶
- Required restrictions:
- Required monitoring:
- Required rollback triggers:
Approval Notes¶
- Final comments:
- Unresolved concerns:
18. Signoff¶
- Review Owner:
- Operator:
- Engineer:
- Strategy Owner:
- Risk Reviewer:
- Approval Timestamp:
19. Post-Release Follow-Up¶
After release, confirm: - [ ] release behaved as expected - [ ] no unexpected incidents occurred - [ ] monitoring remained adequate - [ ] analytics remained trustworthy - [ ] new risks did not appear
Follow-Up Actions¶
- [ ]
- [ ]
- [ ]