Vibe-Coded App Rescue & Production Hardening
Turning prompt-assembled demos into secure, tested, production-grade systems you actually own.
The Challenge
A founder shipped a working product in six weekends using AI coding assistants, and real customers signed up. Then the cracks appeared: API routes reachable without authentication, database credentials pasted into chat histories now sitting in third-party logs, a test suite that did not exist, and N+1 queries collapsing under the first hundred concurrent users. When a payment bug surfaced, no one on the team could trace the logic through forty auto-generated files. The demo that won the crowd was now a liability that could not take a single new feature without breaking.
The Engineered Solution
Jampuk Intelligence delivered a fixed-scope Vibe-Code Rescue engagement powered by our forensic audit pipeline and production hardening toolchain.
- → Forensic Codebase Audit: Every route, dependency, environment variable and untested execution path is mapped and scored into a single risk ledger ranked by blast radius, giving leadership a clear picture before any code changes.
- → Security Remediation: Authentication and authorization gaps are closed, every leaked credential rotated, and injection-prone surfaces sealed against the OWASP top ten.
- → Test Harness Before Refactor: Characterization tests lock in current behavior first, so the generated spaghetti can be detangled into readable modules with zero regression surprises.
- → Production Handover: The engagement closes with CI/CD wired, observability dashboards live and a written runbook transferred at a fixed price, full source ownership included.
Vibe-Code Rescue Pipeline Workflow
From prompt-assembled demo to hardened, team-operable production system
Forensic Codebase Audit
Maps every route, secret, dependency and untested path into a risk ledger
Security Remediation
Closes auth gaps, purges prompt-embedded secrets and seals injection surfaces
Test Harness & Refactor
Locks in behavior with characterization tests, then detangles the generated spaghetti
Production Deploy & Handover
Wires CI/CD, observability and a runbook, transferring full source ownership
Core Benefits & System Outcomes
Measured rescue outcomes with zero vendor lock-in
Demo-to-Production Roadmap
Replaces guesswork with a prioritized remediation ledger. Every audit finding is scored by blast radius and effort, so hardening work ships in days of engineering time, not open-ended months.
Zero Secrets-in-Prompts Policy
Eliminates the silent breach vector. API keys, credentials and customer data pasted into AI chat sessions are revoked, rotated and replaced with environment-scoped secret management your team controls.
Team-Readable Source Handover
Ends the nobody-knows-this-code problem. The rescued codebase ships with module boundaries, test coverage, CI gates and written architecture docs, so any engineer can extend it from day one.
Vibe-Code Rescue Sandbox Terminal
Replay how vibe-coded apps are audited, hardened and handed over
1. Select Target Rescued App
> Standing by. Initiate the forensic audit to map risks and begin production hardening...
Your Demo Won Customers. Now Make It Survive Them.
Speak directly with AI steward & systems architect Hafiz Zainudin to scope a fixed-price vibe-code rescue and turn your AI-built app into a secure, tested production system.