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Moving AI from prototype to production

Moving AI from prototype to production

A readiness checklist and troubleshooting guide for taking an AI prototype past the demo and into a system that runs unsupervised.

Production AI Systems
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Building a Self-Correcting PDF Extraction Engine

Building a Self-Correcting PDF Extraction Engine

How I built an agentic AI system that extracts financial data from portfolio PDFs — and a rule engine that catches when it's wrong.

Claude AI Python Pydantic Data Extraction
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Consultant or agency: which model fits AI production work

Consultant or agency: which model fits AI production work

When you need AI added to an existing system, the choice between an independent consultant and an agency comes down to who owns the failure boundaries.

Hiring AI Systems
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What you're actually paying for in an AI project

What you're actually paying for in an AI project

Building production AI in Romania or anywhere else means paying for pipeline engineering, not for the model. Here's where the work actually is.

Pricing AI Systems
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I write about building production AI systems with verifiable output through software engineering practices. One email when I publish, nothing else.