Series

AI Lab Notes

A structured series documenting real-world experiments with AI models, local deployments, API integrations, and developer tooling. Each entry covers setup, performance, edge cases, and what actually breaks — no polished demos, just honest results.

I Tried Building a Complex Security Tool with a 1.5B Local Model — Here's What Broke
Problem: I had aider running on Lubuntu, three API keys configured, a detailed architecture diagram, and a clear goal — build a modular forensic data analysis pipeline. What I actually got was token w
May 27, 20263 min read5

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