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Compact Documentation for Coding Agents: A Benchmark, an Optimizer, and Why It Does Not Transfer

We investigate whether natural-language documentation helps coding agents resolve software issues, and we build the tools to construct and evaluate it. We introduce a roundtrip benchmark that scores code descriptions by whether code regenerated from them passes the original tests, and show that completeness, not length, drives a description's fidelity. Using the benchmark as an optimization…

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How solopreneurs can use AI as a behind-the-scenes assistant

Every week, running a solo business , I have an entire list of tasks that need to get done on top of my client work . If they don’t get done by Friday, they’re staring at me when I begin work again the following Monday. The easiest tasks to push off are those that aren’t mission-critical or time-sensitive.

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