A+CAI + Creative Growth LabHuman Systems Lab / Richard Leclezio
Start Here
Finish
07LAB INSTRUMENT

EVIDENCE SPINE / 2026

Original points of view. Primary-source discipline.

Every claim remains open to challenge, every number to recalculation and every assumption to revision.

THE VERIFICATION STANDARD

Convincing is not the same as correct.

Autonomous agents can hallucinate with confidence. An agent checking another agent may improve coverage, but it does not create independent assurance.

CLAIM

Read at claim level

Open the cited source, locate the supporting passage and confirm that it says what the argument says it says.

NUMBER

Recalculate deterministically

Inspect inputs, formula, units, denominator and date. Do not ask another language model to merely agree.

ACTION

Test permissions and reversibility

Know what the system can change, how it can be stopped and which evidence survives the action.

DECISION

Name the accountable owner

Make authority, rationale, residual risk and escalation legible before consequences compound.

PRIMARY SOURCE REGISTER

Evidence that can be opened and challenged.

These sources inform the institutional context. The Lab’s frameworks and interpretations remain original arguments, not claims of source authorship.

01
NIST AI Agent Standards InitiativeAgent security, identity and interoperability
02
Stanford AI Index 2026AI capability, adoption and institutional change
03
OECD AI and SkillsSkills, work and the changing human contribution
04
World Economic ForumSafeguarding and reinventing early-career pathways
RED FLAG

If the same model family produces the claim, checks the claim and summarizes the check, the organization has layered fluency, not established independence.

CLOSE THE LOOP

Turn the journey into a briefing and a deliberate next action.