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For most of my career, writing code was the slow part and understanding it came along for free. You understand how it works when you spent week debugging some minor bugs. Either knew how something wor
Notes from the middle of something pivotal I'm not writing this to get followers or build a personal brand. I'm writing it so that when this moment is behind me, I can come back and read what it actua
Local AI agents are exploding across the developer ecosystem. Every week a new framework appears promising to simplify agent construction, and every week it ships with hundreds of transitive dependencies, a Python runtime, and startup times measured ...
How we wired a Rust daemon, a local LLM, and a code-navigation engine into a self-improving agent loop — and what we learned from seven protocol bugs along the way.
Reasoning Models Don't Fail at Reasoning: The Protocol Layer Is What Kills Local Agents April 5, 2026 · Artem The narrative around local LLMs stops at the model checkpoint. It never discusses what breaks between the model and the tool call. I ran mi...
TurboQuant Is Not a Free Lunch: What the RTX 3060 Actually Reported April 3, 2026 · Artem The ternary quantization narrative is being sold as a compression silver bullet. It isn't. On a 12 GB consumer GPU running Qwen-family models, a plain q8_0 GGU...
"A field report from six months of shipping an autonomous trading platform with SQLite hidden in every corner" #sqlite, #rust, #devops, #database, #agentic SQLite markets itself as a zero-configuratio
