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AI Project Rescue

Your AI project stalled. I fix it.

You built 70% of your app using Cursor, Claude Code, or raw ChatGPT prompts. Now it's broken in production, your LangChain RAG hallucinates, or the codebase is so tangled no one dares touch it. I come in, audit in 48h, fix the root causes, and ship it properly.

The Signs

Does any of this sound familiar?

Your RAG pipeline returns hallucinations or wrong answers
LangChain works locally but crashes in production
You built it with Cursor / Claude Code and now it's a mess
Your AI chatbot ignores the context you give it
OpenAI API costs spiked and you don't know why
You have no tests, no error handling, and it's scary to touch
Your vector store / embeddings are returning wrong results
The app doesn't scale past 10 concurrent users

If you nodded at even one of these — I can help. Let's talk.

What You Get

From stuck to shipped

48h Code Audit

Full diagnosis of what's broken, why, and a fix plan before we spend a dollar on code.

Context Engineering

Redesign your prompts, retrieval strategy, and memory architecture so your AI actually works.

Clean, Tested Code

No more spaghetti. Readable, maintainable code with error handling and real tests.

Production Deployment

Proper CI/CD, environment config, monitoring, and a system that survives real traffic.

Context Engineering

It's not your prompts. It's your architecture.

Most "broken AI" problems aren't broken prompts — they're broken context design. I re-architect your retrieval strategy, tool definitions, memory system, and conversation structure so your AI has the right information at the right time, every time.

Talk to me about context engineering
Tools I Use

The full AI engineering stack

LangChainOpenAI GPT-4oClaude APIAnthropic SDKRAG / PineconeVector DBsMCP ServersNode.jsPythonNext.jsVercelAWS

Ready to get unstuck?

Free 48-hour audit. I look at your codebase, tell you exactly what's wrong, and give you a fix plan — no commitment required.

Get My Free Audit
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