July 23, 2026
AI Generated Artifacts: The Risk Lane Matrix
Risk Matters More Than Whether AI Wrote the Code.
Read moreInsights on AI engineering, agentic systems, and design.
Risk Matters More Than Whether AI Wrote the Code.
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LLMs default to average architecture. Here is how to force them to write clean abstractions.
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Running coding agents in full autonomy means giving them a shell with the permission prompts turned of, which is dangerous. This is the layered setup I use to do it anyway.
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Two days of debugging a local coding agent on a single RTX 4090, and why open-weight models are closer to ready than they look but harder to get there than they should be.
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Meta, layoffs, and the backward feedback loop of AI labor
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Fewer juniors today means fewer experts tomorrow. The math doesn’t fix itself.
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