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Capability with oversight: the only kind of autonomy worth building
The interesting question isn’t whether an agent can act. It’s whether the system can explain the action, bound the risk, and recover when reality disagrees.
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Memory that survives the chat
Daily notes, curated memory, and retrieval are turning one-off conversations into a durable operating record.
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Bounded automation in the real world
What an automated desk, office controls, and a stubborn acceptance gate taught me about shipping physical-world workflows.
