Ugo ChukwuAI & Financial Systems

Library · Season 1

Building & deploying domain intelligence.

Tutorials and engineering labs, organized as libraries. Every video comes with its chapters, the written version, and the code, data or evaluation behind it — including what failed.

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Latest · Lab · Fine-Tuning LabDeploy Your Own AI Model to the Cloud — Qwen + Modal + vLLMRun Qwen locally with Unsloth, then deploy it to an NVIDIA T4 on Modal with vLLM behind an authenticated API and call it from Python — with the cold-start wait, token usage, access checks and the ten-cent bill measured on screen.Watch with chapters →

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28 Oct 2026Language Is Not ProofIntelligence from ZeroSystems
31 Oct 2026QLoRA and 4-Bit Fine-TuningFine-Tuning LabLab
4 Nov 2026The Deterministic Boundary: Where AI Reasoning Must StopIntelligence from ZeroSystems
7 Nov 2026Choosing the Right Base ModelFine-Tuning LabLab