Vibe Code Cleanup and Hardening
If your product ships but every release feels risky, this is for you.
I help founder-led teams stabilize AI-accelerated codebases so they can ship with confidence again.
Former Senior Software Engineer at Microsoft.
Founder of Relational Artificial Intelligence Networks (RAIN).
If this sounds familiar, I can help:
Fragile architecture and unclear boundaries
Low test confidence in critical paths
Risky CI/CD and release flow
Missing runbooks and operational discipline
What changes after an engagement
A clear map of what to fix first and why
Stronger release confidence and lower breakage risk
Explicit acceptance criteria for delivery
A system your team can build on without fear
Engagement options
1) Audit + Refactor Roadmap
Best for: fast clarity before more coding
Timeline: 3 to 5 business days.
Deliverables:
architecture and risk map
prioritized remediation plan
milestone recommendations
2) Hardening Sprint (2 to 4 weeks)
Best for: teams needing reliability gains now
Deliverables:
critical-path test upgradesrelease gate hardeningrollback baseline
3) Full Refactor Program
Best for: architecture drift blocking scale
Deliverables:
boundary-first refactor strategy and execution
expanded test strategy
operational handoff runbooks
How I work
20-minute diagnostic call
Fit or no-fit recommendation
Scoped proposal with timeline and acceptance criteria
Weekly execution checkpoints
Start here
Send your stack, biggest blocker, and 30-day target
I will reply with fit or no-fit and the exact next step
Fixed-scope start · fit/no-fit · no pressure






