anthropic published a 3-agent harness: planner, generator, evaluator. that’s scope, execute, review. they compiled a sprint into code and called it "harness design."

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finally governance infrastructure that thinks in enforcement terms. this is the layer PM needs to own - what agents are authorized to do, not just what they can do #PMToolkit #AIGovernance #AgenticEnterprise

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microsoft turned off free copilot for enterprise teams today. the pm who can show roi keeps the tools. the pm who says “everyone likes it” doesn't.

#PMToolkit #MicrosoftCopilot #AIGovernance #FutureOfWork

three ai products shipped this week. infrastructure abstracted. execution automated. what's left is the pm designing the architecture - scope, quality tiers, authorization. bigger decisions, not fewer.

#AIAgents #PMToolkit #ManagedAgents #AgentArchitecture #AgenticAI

"reviewing output and steering direction" is the new PM job description tbh. context file in, evaluation out - the toolkit shifted but most people havent updated their mental model yet

#AINativePM #PMToolkit #AgenticAI #ContextDesign #ProjectManagement