Your prototype runs.
Nobody dares to deploy it.
Cursor delivered. Claude delivered. v0 delivered. What's missing: someone who takes the generated code to production grade — before your first real user finds it. That is exactly what we do.
Vibe coding scales. Vibe code doesn't.
Applications that used to take months now emerge in weeks. That's great — until they have to go to production. Then the gaps show: silent security holes, blind error paths, no monitoring, no tests. The difference between "works on my laptop" and "runs with real customers" is exactly our discipline.
// "make it work" — vibe-generated at 02:14 export async function getUser(req, res) { const id = req.params.id; const user = await db.query( `SELECT * FROM users WHERE id = ${id}` ); res.json(user); } // ⚠ SQL injection // ⚠ no authorization // ⚠ leaks password_hash
// hardened, typed, tested export async function getUser(req, res) { const id = UserIdSchema.parse(req.params.id); await requireAccess(req.session, id); const user = await users.findById(id); if (!user) throw new NotFound(); res.json(toPublicUser(user)); } // ✓ validated · ✓ authorized · ✓ coverage 94%
From audit to production-ready handover.
We meet your project wherever it is: fresh prototype, half-launched, or already live and on fire.
Code Audit
01We read your repository the way an attacker would — and the way a senior engineer who takes over the codebase tomorrow would. Static security analysis, architecture & data-flow review, dependency & license check, prioritized risk report.
Refactoring
02Organically grown AI code becomes maintainable software. Clear modules, typed interfaces, meaningful test coverage (not 100% theater), readable commits — step by step, without a big-bang rewrite.
Production Hardening
03So that what you built survives real traffic, real data and real compliance requirements. Secrets, auth & RBAC, CI/CD with staging and rollback, logging, tracing, alerting, load test & GDPR quick check.
Built on discipline
WHY USWe are the team behind OctoMesh — .NET services, Angular frontends and Kubernetes operators running in production. Hardening software is not a side quest for us; it's how we work every day.
If you recognize one of them — so do we.
A selection of the problems that show up in almost every vibe-coding project.
Hardcoded secrets
API keys, DB passwords and tokens straight in the repo. Sometimes even in the frontend bundle.
SQL injection & IDOR
Unchecked user input in queries, and routes without any authorization checks.
Unhandled errors
Promises without .catch, empty try blocks, API endpoints that fail silently.
N+1 queries
The app feels fast with 50 records. With 5,000 it doesn't anymore.
0% test coverage
Every change is a gamble. We build the safety net back in.
2,000-line components
One file does everything. Nobody dares to touch it. We untangle it.
Flying blind on GDPR
Logs full of personal data, no data-processing agreements, no deletion concept.
"It runs on my Mac"
No CI, no staging, no rollback. Deployment is an act of faith.
Dependency graveyard
147 npm packages, 38 of them deprecated, 12 with known CVEs.
Four weeks — from first commit to a quiet night.
Our standard package. For larger projects we scale the phases — the approach stays the same.
Kickoff & access
A 30-minute call, NDA, repo access. We understand what the application does and who uses it.
Audit & plan
Static analysis, manual review, threat model. The result: a prioritized remediation roadmap.
Remediation
We work through the plan — in readable PRs, with tests, no big bang. You review along the way.
Handover
Production deployment, runbook, onboarding for your team. Including 30 days of standby.
An audit costs nothing. The 2 a.m. hotfix does.
Send us your repository or a demo URL. Within 48 hours you get an honest first assessment and a concrete proposal — no sales pitch, no automated mail sequence.
We sign NDAs before we look at a single line of your code.