Legacy Workflow Modernization
Placeholder / example
Refactoring older systems into maintainable modules without breaking existing user workflows.
- Stability
- Incremental rollout
- Measurable improvements
Featured Project
AI/Human Hybrid Workforce Platform
A spec-driven workflow where specialized AI agents assist across planning, generation, and verification—so teams ship faster with less rework.
The problem
- Requirements drifting away from implementation
- UI/layout churn that forces re-testing and slows releases
- Repetitive edits across many pages and modules
- Context switching between planning, coding, and QA
The idea
- Planner/spec agent: turns goals into clear, testable specs.
- Generator agent: produces code under strict constraints and minimal diffs.
- Verifier agent: checks outputs against requirements and reports gaps.
- Documentation agent: keeps docs and release notes aligned.
How it works (architecture overview)
Authoritative Spec (WHAT)
→
Deterministic Wrapper Rules (HOW)
→
Generate Code (templates + pages + contracts)
→
Verify Against Spec (checks + QA feedback)
→
Iterate (minimal diffs only)
→
Deploy
What makes it different
- Determinism and layout stability are first-class rules.
- Minimal diffs reduce churn and regression risk.
- Specs become living documentation, not a one-time artifact.
- Verification feedback is structured and repeatable.
Practical use cases
- Internal business web apps with many forms and workflows.
- Legacy modernization where UI/logic must remain stable.
- Rapid client prototyping with safe spec updates.
- Teams standardizing UI patterns and validation rules.
Roadmap
- v1: Spec-driven templates and scaffolding
- v2: Verifier agent with regression checks and structured feedback
- v3: Multi-agent orchestration with planner, generator, verifier, and doc workflows
More Projects
Back to overview →AI Assist for Data Entry / Text Cleanup
Placeholder / example
A small assistant that rewrites or cleans user-entered text with configurable provider/model via environment settings.
- Reduce manual cleanup
- Consistent formatting
- Optional review step