- Build success is confused with customer readiness
- Different reviewers repeat the same shallow audit
- Security and recovery are treated as late checklists
software workflow hub
Multi-model workflows for software
Make architecture, implementation, adversarial review, testing, security, operations, and release evidence part of one flow.

- Test deployed behavior when making launch claims
- Separate external prerequisites from code defects
- Preserve user changes in dirty worktrees
- Require rollback and data recovery for stateful systems
One flow, bounded owners.
| Stage | Purpose | Suggested ownership |
|---|---|---|
| Contract | Define user journey, boundaries, and acceptance | Planner |
| Implementation | Change the smallest coherent source path | Coder + context keeper |
| Adversarial review | Trace misuse, failure, and authorization | Critic + tester |
| Verification | Run functional, security, and regression tests | Verifier + fact-checker |
| Release decision | Separate blockers, conditions, and optional hardening | Reviewer |
Authored recipes
Start from a tested structure.
Software production-readiness audit
Review product behavior and operational risk in parallel before producing one launch decision.
API migration plan
Convert an API change into one compatibility-aware implementation and rollout plan.
Accessibility remediation workflow
Turn an accessibility audit into an evidence-ranked remediation and retest plan.
Roles + task guides
Understand each responsibility.
Coder
Implements or diagnoses software under the product’s real architecture and constraints.
Verifier
Checks whether claims, calculations, links, states, and completion evidence are true.
Tester
Turns requirements and implementation claims into reproducible checks.
Fact-checker
Challenges factual claims and source alignment inside another role’s work.
Decode an exact Workbench error
Match the visible text to a known failure before changing credentials, models, or hardware.
Build your first multi-model workflow
Choose one outcome, assign bounded roles, and run a coherent staged board.