Engineering notes from the trenches.
Reverse-engineering APIs, automation that survives production, security research, and honest takes on the tools I ship with.
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CraftBefore You Ration Anything, Price It
A Kaggle quota reading 100.47% looked like a resource war, but actually the pool was 87% empty. The real mistake was building a priority table without ever measuring what anything cost.
Aug 7, 2026 · 11 min
IndustryOpen Models, Closed Strategies: What China's AI Outreach Really Means
China's push to distribute open AI models and train developers in emerging economies isn't just altruism—it's soft power with a compile flag. A look at the quiet battle for AI sovereignty and what it means for engineers everywhere.
Jul 26, 2026 · 10 min