Writing
Essays on AI systems, autonomy validation, and the craft of experimental programs.
Essay
I used to talk about the while (true) agent loop as a design pattern. After reading Anthropic's engineering write-up, I now treat it as a proven operating model. They used an autonomous loop to help build a real C compiler, and the result was not a toy demo. It compiled substantial code, including Linux, across multiple architectures.
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Great, rapid, reliable engineering is rarely about single breakthroughs. It is about designing systems where ordinary work compounds quietly, predictably, and in your favor, increasingly accelerated by agentic workflows.
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Replayable stock-trading sim where LLM agents decide buy, sell, or hold and two agents start to collude.
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As models improve, shorter prompts outperform over-specified instructions.
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Extending the feedback loop beyond a single session and into longer horizons.
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Reliability returned when tests stayed non-negotiable and feedback stayed continuous.
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The next step was not exploratory. It extended the same system across a broader surface area.
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The problem was well defined, and the constraint was execution.
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Holiday note on long-running agentic workflows, orchestration, and resilient progress.
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Why AI needs engineering-grade constraints, tests, and guardrails to deliver real leverage.
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