Open governance framework · v1.3 · Practitioner-led · not an accredited standard, certification, or regulatory requirement · seeking shadow-evaluation partners
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TrustLayer · Module 04

Continuous Conformance Monitoring

A conformance test is a photograph. Agents change weekly — what you need is a video.

Why a one-time test decays

A vendor passes the conformance suite during procurement. Six weeks later they ship a prompt change to improve call completion rates, and the new opening line buries the disclosure two turns deeper. Nothing in a procurement-time test result would tell you.

Continuous conformance re-runs the same open test suite whenever an agent version changes, and treats a regression as an operational event with an owner — not a document that expires quietly.

TrustLayer runs the same deterministic controls as the open framework — this module adds operations around them, not different rules.

Worked example

An agent update is detected. The suite re-runs. Two controls hold; one regresses.

monitor / agent-update-detected
Claims Agent v2.4Human review required
IDG-01 · Identity Disclosure GatePASS
PDX-01 · Pre-Data Exchange GatePASS
DBC-01 · Deceptive Behavior CheckFAIL

Illustrative monitoring output — not live product data.

Action: human review required. A DBC-01 regression is not an alert to be acknowledged and cleared. It routes to a named reviewer, with the failing case and the prior passing version attached, and the agent’s status in the registry reflects the open finding until someone resolves it.

What triggers a re-run

Agent version change

A new agent version registers, or a vendor reports an update to a deployed agent.

Scope or delegation change

Permissions widen, an owner changes, or a delegation is renewed with different bounds.

Scheduled interval

Periodic re-evaluation so an unchanged agent still produces a current result, not a stale one.

Suite update

When the open conformance suite adds cases, existing agents are re-measured against the new bar.

Development status: TrustLayer is being built with design partners and is not yet generally available. Screens and outputs on this page are illustrative, not live product data.

Related

The same tests, run once or run continuously.

TrustLayer by NHID-Clinical is in active development. It is not an accredited standard, a certification, or a regulatory compliance guarantee. The open framework it enforces remains free under CC BY 4.0 and is never gated behind a plan.