Writing from the field.
Research, product thinking, and notes on knowledge worth building on.

Memory Is Not Enough: Multiplayer AI Needs a Trust and Verification Layer
Multiplayer AI is moving from individual copilots to teams of agents and humans working across research, analysis, decisions, and execution. As these systems enter the enterprise, the obvious infrastructure question is memory:
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Proofpress for the WebMCP Challenge
We built Proofpress for the WebMCP Challenge: a governed layer from agent-produced knowledge that the next agent and human can rely on with trust.
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Agents Are Creating a New Knowledge Layer—and We Need to Govern It
Most enterprise AI infrastructure is built around a familiar problem: how do we give agents better access to what the organization already knows?
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What May the Next Agent Rely On?
A seven-model study of governed knowledge in Harvey LAB-derived legal agent handoffs.
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