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Ugo Chukwu
Fractional AI & Finance Automation Lead | Model Fine-tuning
Just published: Strategy and Copy Agent.
Most AI copy tools optimize for generation. I wanted to solve the harder problem:
How do you make AI-generated strategy evidence-backed, reviewable, versioned, and safely approved?
This case study breaks down the system I built around:
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Inside the architecture behind Research Agent: a system that turns mixed market and customer sources into evidence-linked intelligence without hiding uncertainty or crossing review boundaries.
I just completed the data infrastructure layer of IntelligenceOS Risk — a domain-specific AI system for financial risk and fraud detection I'm building from scratch, publicly.
This is Project 02: the Data Foundry.
The core problem I was solving: most AI products trained on...
I run a credit startup and an automation engineering practice — simultaneously, with a small team. This is the OpenClaw setup that makes it possible: 8 workflows, a hardened security architecture, and one Windows machine doing the work of three people. Full case study now live.
