Research

Technical work on policy-gated agent execution, human authorization, provenance, attestation, and reconciliation. We publish working papers, experiments, architecture notes, and implementation reports — including limitations and negative results.

Type

All Architecture note Experiment Implementation report

Topic

All Policy and consequential-action classification Connector and enforcement design Prompt-injection containment Attestation and provenance Human authorization Execution reconciliation Agent assurance and certification

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Architecture note10 August 2026

Policy gates for consequential agent actions

Gating every action produces approval fatigue, which is the same as gating nothing. Classification is the design problem — and a gate that classifies correctly can still be inert if nothing populates its rules.

Caretaker ResearchPolicy and consequential-action classification Connector and enforcement design