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PulseAugur coverage of execution — every cluster mentioning execution across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_151628 ·

    AI dev harness prioritizes verifiable proof over speed

    The author developed an AI development harness over four months to build a shipping product, emphasizing verifiable proof and human oversight for agent-generated work. This system employs a five-role loop (Strategy, Exe…

  2. RESEARCH · CL_84786 ·

    LLM agents require secure code sandboxes and efficient token management

    The first article discusses the critical need for sandboxing code executed by large language models (LLMs) within agent systems. It highlights the risks of running LLM-generated code, which can be faulty or malicious, a…