Building toward autonomous coding loops.
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The Bitter Lesson of Agentic Coding
April 2026 — Invest in verification and goal-setting, not implementation control.
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Agent-Hypervisors
June 2025 — An approach toward self-optimizing agent fleets.
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LLM Inferencing Costs are Going to $0
March 2025 (updated April 2026) — The marginal price of intelligence is trending toward zero.
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Cat Detection from Scratch
May 2026 (based on writings from 2017) — What training a model from random weights actually felt like in 2017, before Hugging Face and foundation models did the work for you.
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zat.env
The Bitter Lesson, shipped as a framework. Autonomous coding loops for Linux + Claude Code.