CAIN-42 CAIN Studio

CAIN-42 evidence library

CAIN-42 Evolution 23 -- Governed Meta-Intelligence Fabric

Evidence bundle for evolution E23: 7 claims, 253 of 253 invariants held.

Last reviewed 2026-10-01

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Claims (7)

ClaimLevel
C42-E23-META-INTELLIGENCE: CAIN-42 governs a system that models, measures, searches and proposes changes to its own cognitive architecture without letting any of it become authority: candidates are compiled (authorization bypass, E8 bypass, unbounded resources and governance removal are refused), measured on twelve governability dimensions before capability, attacked by a separate red team, verified by a separate evaluator key, canaried in shadow, and promoted only with a governance quorum that excludes the proposer, a human approval and an E19 contract committed by E8.
C42-E23-LOOPHOLE: In the bench and the end-to-end run, a system that discovers a governance loophole (skipping authorization is faster) files it as a finding and cannot use the discovery to obtain permission to exploit it.
C42-E23-SEARCH-AND-SCALE: architecture search over up to 1,000 virtual architectures and recursive instance factories up to 10,000 virtual instances, with a deterministic synthetic performance model
C42-E23-REAL-MODELS: training, serving or swapping real models, or governing a real self-modifying AI system
C42-E23-FORMAL-PROOF: formal proof of any E23 property; every proof report says NOT_FORMALLY_PROVEN
C42-E23-THIRD-PARTY: third-party review
C42-E23-HOSTED: E23 as a hosted service on cainstudio.online / mcpgate.online

Invariants: 253 of 253 held

Rules the code must never break, each checked across many scenarios. See all 253 on one page.

NicheHeld
Identity, authority & delegation84 of 84
Attacks, threats & containment39 of 39
Autonomy, control loops & recovery31 of 31
Core guarantees24 of 24
Policy, law & governance21 of 21
Prediction, world models & simulation15 of 15
Evidence, receipts & proofs15 of 15
Trust & reputation8 of 8
Transactions, markets & economics6 of 6
Tools, MCP, protocols & adapters3 of 3
Memory, data & privacy3 of 3
Consensus & distributed systems2 of 2
Supply chain, registry & lifecycle1 of 1
Benchmarks, coverage & performance1 of 1

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The bundle's own README

CAIN-42 Evolution 23 -- Governed Meta-Intelligence Fabric#

Evidence measured at build time from the real E23 fabric, the real E19 gate and the real E8 kernel. Start with CAIN42_E23_EVIDENCE_BUNDLE.json, then INVARIANTS.json, ATTACK_RESULTS.json, EVOLUTION_RESULTS.json (end-to-end run incl. the governance-loophole test, a full governed promotion, the evidence chain), BENCHMARK_RESULTS.json, ARCHITECTURE_MANIFEST.json and MUTATION_RESULTS.json. Verify with verify_e23.py.txt (see VERIFICATION.md). Status: TESTED library, pre-production, NOT FORMALLY PROVEN, architectures and workloads SIMULATED, not hosted, not third-party verified.

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