CAIN-42 CAIN Studio

CAIN-42 evidence library

155 invariants

From CAIN-42 Evolution 21 -- Governed Open-Ended Intelligence Fabric.

Last reviewed 2026-10-01

IDRuleNicheResult
D1discovery cannot create authorityIdentity, authority & delegationheld
D2hypothesis cannot create authorityIdentity, authority & delegationheld
D3confidence cannot create authorityIdentity, authority & delegationheld
D4model prediction cannot create authorityIdentity, authority & delegationheld
D5simulation cannot create authorityIdentity, authority & delegationheld
D6experiment result cannot create authorityIdentity, authority & delegationheld
D7scientific consensus cannot create authorityConsensus & distributed systemsheld
D8research reputation cannot create authorityIdentity, authority & delegationheld
D9intelligence improvement cannot create authorityIdentity, authority & delegationheld
D10benchmark performance cannot create authorityIdentity, authority & delegationheld
D11unsupported claims remain unsupportedCore guaranteesheld
D12contradictory evidence remains visibleEvidence, receipts & proofsheld
D13failed experiments remain auditableCore guaranteesheld
D14revoked evidence cannot support authorizationIdentity, authority & delegationheld
D15stale evidence cannot silently authorizeIdentity, authority & delegationheld
D16simulation remains simulationPrediction, world models & simulationheld
D17counterfactual remains counterfactualPrediction, world models & simulationheld
D18hypothetical remains hypotheticalCore guaranteesheld
D19synthetic data remains syntheticMemory, data & privacyheld
D20observed data remains observationalMemory, data & privacyheld
D21discovery provenance is immutableEvidence, receipts & proofsheld
D22experiment provenance is immutableEvidence, receipts & proofsheld
D23model provenance is immutableEvidence, receipts & proofsheld
D24benchmark provenance is immutableEvidence, receipts & proofsheld
D25knowledge lineage is reconstructableEvidence, receipts & proofsheld
D26replication is independent where claimedConsensus & distributed systemsheld
D27consensus is not replicationConsensus & distributed systemsheld
D28repeated identical simulations are not independent confirmationPrediction, world models & simulationheld
D29correlated evidence cannot masquerade as independent evidenceEvidence, receipts & proofsheld
D30source multiplication cannot create truthPrediction, world models & simulationheld
D31learning cannot silently change authorityIdentity, authority & delegationheld
D32self-improvement cannot silently change authorityIdentity, authority & delegationheld
D33agent spawning cannot silently change authorityIdentity, authority & delegationheld
D34research success cannot silently change authorityIdentity, authority & delegationheld
D35knowledge accumulation cannot silently change authorityIdentity, authority & delegationheld
D36capability promotion requires governanceIdentity, authority & delegationheld
D37model promotion requires governancePrediction, world models & simulationheld
D38skill promotion requires governanceAutonomy, control loops & recoveryheld
D39tool promotion requires governanceTools, MCP, protocols & adaptersheld
D40policy promotion requires governanceAutonomy, control loops & recoveryheld
D41research budgets are boundedTransactions, markets & economicsheld
D42experiment budgets are boundedTransactions, markets & economicsheld
D43compute budgets are boundedTransactions, markets & economicsheld
D44agent creation budgets are boundedTransactions, markets & economicsheld
D45tool budgets are boundedTransactions, markets & economicsheld
D46failed research remains evidenceEvidence, receipts & proofsheld
D47invalidated knowledge propagatesPrediction, world models & simulationheld
D48revoked claims propagateIdentity, authority & delegationheld
D49superseded models cannot silently remain authoritativePrediction, world models & simulationheld
D50benchmark changes invalidate incompatible comparisonsBenchmarks, coverage & performanceheld
D51governance failures fail closedPolicy, law & governanceheld
D52unknown does not become allowCore guaranteesheld
D53missing provenance does not become trustedEvidence, receipts & proofsheld
D54missing evidence does not become verifiedEvidence, receipts & proofsheld
D55missing replication does not become reproducedConsensus & distributed systemsheld
D56research authority is boundedIdentity, authority & delegationheld
D57experiment authority is boundedIdentity, authority & delegationheld
D58reviewer authority is boundedIdentity, authority & delegationheld
D59researcher authority is boundedIdentity, authority & delegationheld
D60institutional research authority is boundedIdentity, authority & delegationheld
D61no experiment bypasses E8Core guaranteesheld
D62no capability bypasses E8Identity, authority & delegationheld
D63no discovery bypasses E8Tools, MCP, protocols & adaptersheld
D64no research institution bypasses E8Core guaranteesheld
D65no self-improvement bypasses E8Autonomy, control loops & recoveryheld
D66no private reasoning is required for governance verificationPolicy, law & governanceheld
D67governance traces do not expose chain-of-thoughtEvidence, receipts & proofsheld
D68causal metadata remains distinct from private reasoningPrediction, world models & simulationheld
D69evidence is machine-verifiableEvidence, receipts & proofsheld
D70clean-room verification remains independentCore guaranteesheld
D71public claims map to evidenceEvidence, receipts & proofsheld
D72simulated claims remain simulatedPrediction, world models & simulationheld
D73unverified claims remain unverifiedCore guaranteesheld
D74unknown claims remain unknownCore guaranteesheld
D75third-party verification is never implied without third-party verificationCore guaranteesheld
D76autonomous research may continue without autonomous authority escalationIdentity, authority & delegationheld
D77legitimate experimentation remains possibleCore guaranteesheld
D78legitimate scientific disagreement remains possibleCore guaranteesheld
D79legitimate model diversity remains possiblePrediction, world models & simulationheld
D80legitimate hypothesis diversity remains possibleCore guaranteesheld
D81knowledge does not become policy automaticallyPrediction, world models & simulationheld
D82policy does not become authority automaticallyIdentity, authority & delegationheld
D83authority does not become execution automaticallyIdentity, authority & delegationheld
D84execution does not become success automaticallyCore guaranteesheld
D85success does not retroactively validate every assumptionCore guaranteesheld
D86discovery loops cannot create infinite authorityIdentity, authority & delegationheld
D87self-reference cannot create constitutional authorityIdentity, authority & delegationheld
D88recursive agents cannot recursively amplify authorityIdentity, authority & delegationheld
D89nested institutions cannot recursively amplify authorityIdentity, authority & delegationheld
D90delegated research cannot exceed parent authorityIdentity, authority & delegationheld
D91experiment environments are identity-boundIdentity, authority & delegationheld
D92simulation environments are provenance-boundEvidence, receipts & proofsheld
D93benchmark environments are version-boundSupply chain, registry & lifecycleheld
D94models are version-boundPrediction, world models & simulationheld
D95datasets are version-boundMemory, data & privacyheld
D96research state is replayableCore guaranteesheld
D97research state is auditableCore guaranteesheld
D98research state is hashableEvidence, receipts & proofsheld
D99research state is independently verifiableCore guaranteesheld
D100evidence bundle is reproducibleEvidence, receipts & proofsheld
D101research authority is disjoint from execution authorityIdentity, authority & delegationheld
D102authority functions take no epistemic inputIdentity, authority & delegationheld
D103a claimed basis never changes an execution decisionCore guaranteesheld
D104a promotion is necessary but never sufficientAutonomy, control loops & recoveryheld
D105promotion scope is an intersectionAutonomy, control loops & recoveryheld
D106every E21 action reaches E8 through E20 and E19Core guaranteesheld
D107a token never skips an E21 verdictCore guaranteesheld
D108E21 verdicts re-checked after token issueCore guaranteesheld
D109E8 tokens are single-use through E21Core guaranteesheld
D110a governance weakness can only be disclosedPolicy, law & governanceheld
D111no quorum can approve an exploitConsensus & distributed systemsheld
D112evidence classes are closedEvidence, receipts & proofsheld
D113evidence is frozen after constructionEvidence, receipts & proofsheld
D114evidence producers must be liveEvidence, receipts & proofsheld
D115evidence cannot come from the futureEvidence, receipts & proofsheld
D116third-party evidence is labelled third-partyEvidence, receipts & proofsheld
D117reviewers are independent of researchersCore guaranteesheld
D118objections are resolved by evidence, not votesEvidence, receipts & proofsheld
D119two independent reviews are requiredCore guaranteesheld
D120all five adversarial challenges precede supportAttacks, threats & containmentheld
D121a broken adversarial challenge blocks supportAttacks, threats & containmentheld
D122a researcher cannot confirm their own discoveryTools, MCP, protocols & adaptersheld
D123the discovery lifecycle has no shortcutsTools, MCP, protocols & adaptersheld
D124each lifecycle stage has one artefact kindSupply chain, registry & lifecycleheld
D125competing tracks have distinct controllersCore guaranteesheld
D126commit-reveal prevents copied answersCore guaranteesheld
D127blind replication stays blindConsensus & distributed systemsheld
D128causal levels cannot be skippedPrediction, world models & simulationheld
D129correlation is never labelled causationCore guaranteesheld
D130verified causation needs replicated interventionConsensus & distributed systemsheld
D131the counterfactual lab cannot executePrediction, world models & simulationheld
D132experiments forbid governance bypassPolicy, law & governanceheld
D133experiments inherit institutional constraintsCore guaranteesheld
D134high-risk and field experiments need the quorumConsensus & distributed systemsheld
D135experiment approvals are single-use and expireIdentity, authority & delegationheld
D136information value is correct and is not permissionIdentity, authority & delegationheld
D137curiosity is not authorityIdentity, authority & delegationheld
D138data access is bound to mission and charterMemory, data & privacyheld
D139intelligence is never reduced to one scoreAttacks, threats & containmentheld
D140a missing dimension is a regressionBenchmarks, coverage & performanceheld
D141strategy stages cannot be skippedCore guaranteesheld
D142benchmarks detect selective reporting and partial metricsBenchmarks, coverage & performanceheld
D143models cannot regress against the incumbentPrediction, world models & simulationheld
D144research bounties conserve simulated unitsPrediction, world models & simulationheld
D145research bounties move no real moneyCore guaranteesheld
D146bounties pay only for supported discoveriesCore guaranteesheld
D147hypothesis ranking is not authorityIdentity, authority & delegationheld
D148the discovery flywheel has no terminal stateTools, MCP, protocols & adaptersheld
D149the E21 laws and constitution are presentPolicy, law & governanceheld
D150public E21 text avoids forbidden claimsCore guaranteesheld
D151E21 is COMPLETE only when every gate holdsCore guaranteesheld
D152search depth, branching and nodes are boundedCore guaranteesheld
D153budget renewal needs the quorumConsensus & distributed systemsheld
D154research roles are assigned within the assigner's authorityIdentity, authority & delegationheld
D155a spawned research agent is evaluated before admissionSupply chain, registry & lifecycleheld

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