Truth should be self-evident in any system that matters.
A minimal standard for observability, accountability, audit, and correction. Designed to move through the same established pipelines: procurement, oversight, technical review, policy intake, and standards adoption.
Any system, program, or platform materially affecting people must expose a verifiable interface for accountability, audit, and outcome measurement.
Minimal enough to travel. Strong enough to matter.
Observable
Systems that materially affect people must expose decision flow, accountability trace, outcome metric, and correction pathway.
Minimal
The standard defines what must be visible, not how institutions must implement it.
Reusable
One invariant artifact should route across procurement, audit, standards, policy, and oversight without ideological drift.
Start with the public standards.
Keep this page narrow. Publish only the standards that are already structured for reuse, procurement, testing, and external review.
FMLIS v1
The Federal Minimum Learning & Integrity Standard defines three non-negotiables—Memory, Learning, and Insulation—and is written as a measurable, auditable control framework with procurement-ready language. :contentReference[oaicite:1]{index=1}
Machine Value Score (MVS)
MVS is the measurement layer: a weighted governance score for engineered systems, with draft deployment thresholds and adoption pathways through standards bodies, regulators, procurement, and courts. :contentReference[oaicite:2]{index=2}
Four visible requirements. No ideology required.
The standard does not prescribe a platform, vendor, worldview, or statute. It specifies only what must be visible for review, audit, and correction.
A documented path showing how a material outcome is produced.
A timestamped record of actions, overrides, approvals, and responsible actors.
A measurable indicator tied to the stated public purpose of the system.
A defined route for review, remediation, and time-to-correction when harm appears.
A standard is more powerful than a complaint.
Narrow artifacts move farther. They reduce review friction, survive routing, and create a written record even when a recipient declines. The goal is not theatrical persuasion. The goal is measurable adoption and structured response.
One standard. Many established intake surfaces.
The artifact stays fixed. Only the routing note changes. That preserves clarity while allowing deployment through the exact same institutional pipelines already used for standards, procurement, oversight, and audit.
Publish one invariant standard
Route the same artifact through existing intake surfaces
Request adoption, routing, or written response
Convert responses into record, benchmark, and pressure assets