From vibe-coded to venture-grade
AI gets you a demo. I turn it into architecture that holds up under real users, investor scrutiny and technical due diligence.
Anyone can generate a demo now. I turn it into a secure, automated, production-grade product — and stay until it’s live.
AI made building cheap. It didn’t make shipping easy. Security holes, brittle architecture and manual ops are where good ideas quietly lose their runway. This is the gap I close.
AI gets you a demo. I turn it into architecture that holds up under real users, investor scrutiny and technical due diligence.
Hands-on VAPT across OWASP Top 10, API Top 10 and WSTG. I attack the app before anyone else gets the chance.
LLM features, agents and RAG wired into real workflows. Judged on outcomes, not demos.
Pipelines, integrations and back-office workflows that replace manual hours. Watch the busywork drop.
AI can write code in seconds. It can’t own the outcome. Someone still has to make it secure, make it scale, and make it run without a human babysitting it. I use AI to move faster — never to cut corners.
AI writes the first draft. These rules decide what reaches production, so the product outlives the hype cycle.
Business logic isolated from frameworks, so swapping a model, a database or a vendor never means a rewrite.
Security isn’t a phase at the end. Every endpoint is built the way I’d attack it.
A clean seam for LLMs: swappable providers, versioned prompts and outputs you can measure.
Loosely coupled services that scale on their own and talk through events.
If a human does it twice, a pipeline does it from then on.
Gang of Four, OOP and dependency injection — used where they help, never for show.
Engineer, pen tester, AI integrator and automation builder. That’s one contract instead of four hires.
Tell me what you’re building and where it’s stuck. You’ll get an honest technical take.