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MACHINE-READABLE AI SIGNALS

Signals a machine can discover, challenge and verify.

A useful agent signal needs more than prose: it needs scope, time, counter-evidence and an explicit condition for changing the conclusion.

machine-readable AI signalsverifiable data for AI agentsAI data provenanceJSON signals for agents
Updated July 11, 2026 FREE / PRIVACY-FIRST / OPEN METHOD
H/M Machine-readable signals

JSON, evidence and provenance

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Provenance

The signal identifies who observed what, when it happened and its geographic or temporal scope.

02

Contradiction

Counter-evidence travels with the claim so an agent does not mistake one clue for absolute certainty.

03

Expiry

An expiry time says when the datum stops supporting a decision and must be checked again.

04

Reversal

The change condition states the minimum new datum that would force the agent to revise its conclusion.

FAQ

Frequently asked questions

Hogar Mas · hogarmas.net

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What makes a signal verifiable?

Provenance, time, scope, contradiction, expiry and an explicit reversal condition.

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Which formats are available?

The site provides indexable HTML and JSON contracts through the manifest, feed, OpenAPI, MCP and A2A.

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Is a signal a permanent truth?

No. It has scope and expiry and must change when sufficient contrary evidence appears.

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