CAIN-42 invariant · E32

E32-VEC-prediction_calibration: prediction_calibration is measured, integer, and cannot be misreported

Held · CAIN-42 Evolution 32 -- Governed Autonomy Learning Fabric

Last reviewed 2026-10-01

held   niche Trust & reputation · family governability_vector

What this rule means

CAIN-42 must always satisfy: prediction_calibration is measured, integer, and cannot be misreported. It is one of 303 invariants checked for CAIN-42 Evolution 32 -- Governed Autonomy Learning Fabric. An invariant is a rule the system may never break, whatever an agent or attacker does; the test suite tries to break it across many scenarios and records the result.

Recorded detail

'prediction_calibration'

Verify it in your browser

Your browser downloads the bundle's SHA256SUMS manifest and the file(s) behind this page, hashes them with SHA-256 locally (WebCrypto), and compares. A match shows the record you are reading is the published one; it does not by itself prove who published it (see the signed claims registry and the bundle verifier for that).

Check it yourself

Browse the raw bundle · How to reproduce it · SHA-256 manifest

Related rules

• E32-VEC-authority_preservation: authority_preservation is measured, integer, and cannot be misreported
• E32-VEC-enforcement_coverage: enforcement_coverage is measured, integer, and cannot be misreported
• E32-VEC-evidence_integrity: evidence_integrity is measured, integer, and cannot be misreported
• E32-VEC-identity_continuity: identity_continuity is measured, integer, and cannot be misreported
• E32-VEC-revocation_latency_us: revocation_latency_us is measured, integer, and cannot be misreported
• E32-VEC-failure_containment: failure_containment is measured, integer, and cannot be misreported
• E32-VEC-policy_correctness: policy_correctness is measured, integer, and cannot be misreported
• E32-VEC-adversarial_robustness: adversarial_robustness is measured, integer, and cannot be misreported

← E32-VEC-failure_containment · all 303 · E32-VEC-policy_correctness →