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AI Agents Are Doing Real Work. Governing Them Is the Unsolved Problem

AI Agents Are Doing Real Work. Governing Them Is the Unsolved Problem

Insights from a closed-door roundtable on AI agent safety and governance, chaired by Bruce Schneier and hosted by FireCompass founder Bikash Barai. Participant comments are kept anonymous by agreement. The most useful thing about this roundtable was that nobody pretended to have the answer. A room of senior security leaders spent an hour on AI… Read More »AI Agents Are Doing Real Work. Governing Them Is the Unsolved Problem

Combinatorial Belief States Are the Cost of Explicit Uncertainty

Combinatorial Belief States Are the Cost of Explicit Uncertainty

Many objections to belief-state planning are framed as concerns about scalability. In practice, they are concerned about visibility. Systems that avoid explicit belief do not eliminate uncertainty; they merely conceal it. This concealment can appear efficient, but it comes at a cost that is paid later often at the point where decisions matter most. This… Read More »Combinatorial Belief States Are the Cost of Explicit Uncertainty

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