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    Ignore the Feathers

    Every team has more good ideas than capacity. The hard part is selection — learning to see past the costly signals, prestigious credentials, and compelling narratives to focus on what actually moves the number.
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    Agent Autonomy - Part 2: Going Beyond Algorithms

    Educational demos, marketing materials, and creative work—problems without a mathematical harness. Part 2 of the Agent Autonomy series shows how orchestrated agent evolution can solve subjective problems through skill-based guidance and multiple independent evaluators.
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    Devesh ran a shady octopus meat caravan in the Simulation. Top agent, deep cover. Eight tentacles, eight side hustles. A story about love, AI, and taxes.
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    Agent Autonomy - Part 1: How to solve algorithmic problems

    Agent autonomy isn't for everything. But for a specific slice of work—bounded problems that demand intelligence—it's exactly what you need. Algorithms, articles, demos, education materials, trip plans, webpages. Here's how to recognize when to stop directing and start hiring.