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I measure the gap between what a market reports and what it can support. Paid agent APIs and collateral monitors across nine chains.
Rehearse the work conversation you're dreading, or type in your own. The other person pushes back in character and can walk out on you. Then a coach scores every line you said.
Food banks and libraries publish their hours in several places. Those drift, and someone drives to a locked door. beacon finds the surfaces that disagree, and refuses to invent the ones that don't.
Every WebMCP tool call that would change something is held as a proposal, priced against live routing, until a person releases it. A library plus two demos.
A WebMCP tool publishes an input schema. Nothing enforces it. lapse probes Google's own reference demos and finds 17 of 17 imperative tools accept input their own schema forbids. 225 of 289 probes.
Access certification for AI agent fleets on Google Cloud. Three agents gather the evidence, deterministic rules issue the verdict, and it abstains rather than certify what it cannot prove.
Nobody reconciles a royalty statement against the plays behind it. recoup did, across 1,174,697 in ClickHouse: 30 of 30 planted defects, zero false positives, 8.78% of the money mis-stated.