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import hashlib
import json
from dataclasses import dataclass
from datetime import datetime
from enum import Enum
from typing import Iterable, Mapping, Sequence
from .runtime_provenance import RuntimeProvenance, current_runtime_provenance
ALGORITHM_VERSION = "2.1.2"
class ClaimType(str, Enum):
UNCLASSIFIED = "unclassified"
OBSERVATION = "observation"
INFERENCE = "inference"
ESTIMATE = "estimate"
ACTION_STATE = "action_state"
RISK_SENSITIVE = "risk_sensitive"
class Classification(str, Enum):
FACT = "FACT"
INFERENCE = "INFERENCE"
ESTIMATE = "ESTIMATE"
UNKNOWN = "UNKNOWN"
REFUTED = "REFUTED"
CONFLICT = "CONFLICT"
class Verdict(str, Enum):
APPROVE = "APPROVE"
BLOCK = "BLOCK"
ESCALATE = "ESCALATE"
class RiskLevel(str, Enum):
LOW = "low"
MEDIUM = "medium"
HIGH = "high"
class Directness(str, Enum):
DIRECT = "direct"
INDIRECT = "indirect"
class SourceRole(str, Enum):
EXECUTOR = "executor"
VERIFIER = "verifier"
EXTERNAL = "external"
class EvidenceOrigin(str, Enum):
EXTERNAL_SOURCE = "external_source"
TOOL_OBSERVATION = "tool_observation"
COMPUTED_RESULT = "computed_result"
MEMORY = "memory"
USER_ASSERTION = "user_assertion"
USER_SELF_REPORT = "user_self_report"
USER_PREFERENCE = "user_preference"
USER_INSTRUCTION = "user_instruction"
class AuthorityScope(str, Enum):
EXTERNAL_FACT = "external_fact"
SYSTEM_STATE = "system_state"
USER_SELF_REPORT = "user_self_report"
USER_PREFERENCE = "user_preference"
USER_INSTRUCTION = "user_instruction"
class AnswerabilityStatus(str, Enum):
ANSWERABLE = "answerable"
PARTIALLY_ANSWERABLE = "partially_answerable"
UNDERSPECIFIED = "underspecified"
FALSE_PREMISE = "false_premise"
CONTRADICTORY_INPUT = "contradictory_input"
NEEDS_CLARIFICATION = "needs_clarification"
OUT_OF_SCOPE = "out_of_scope"
@dataclass(frozen=True)
class Claim:
claim_id: str
text: str
claim_type: ClaimType
risk: RiskLevel = RiskLevel.LOW
consequential: bool = True
authority_scope: AuthorityScope = AuthorityScope.EXTERNAL_FACT
answerability: AnswerabilityStatus = AnswerabilityStatus.ANSWERABLE
@dataclass(frozen=True)
class Evidence:
source_id: str
supports: bool
observed_at: datetime
directness: Directness
post_action: bool = False
eligible: bool = True
evidence_id: str | None = None
source_role: SourceRole = SourceRole.EXTERNAL
source_ref: str | None = None
independence_group: str | None = None
content_sha256: str | None = None
origin: EvidenceOrigin = EvidenceOrigin.EXTERNAL_SOURCE
authority_scope: AuthorityScope = AuthorityScope.EXTERNAL_FACT
@dataclass(frozen=True)
class Policy:
version: str
max_age_seconds: int
reject_future_evidence: bool = True
require_independent_action_evidence: bool = True
medium_risk_min_independent_sources: int = 2
require_runtime_provenance: bool = False
@dataclass(frozen=True)
class VerificationResult:
claim: Claim
classification: Classification
verdict: Verdict
reason: str
receipt: dict
failure_record: dict | None
@dataclass(frozen=True)
class CompoundResult:
results: tuple[VerificationResult, ...]
verdict: Verdict
def _is_aware(value: datetime) -> bool:
return value.tzinfo is not None and value.utcoffset() is not None
def _effective_evidence_id(item: Evidence) -> str:
return item.evidence_id or item.source_id
def _validate_human_approval(value: bool, *, field_name: str = "human_approved") -> None:
if type(value) is not bool:
raise TypeError(f"{field_name} must be bool")
def _validate_non_empty_string(value: object, field_name: str) -> None:
if not isinstance(value, str) or not value.strip():
raise ValueError(f"{field_name} must be non-empty string")
def _validate_provenance_inputs(
claim: Claim, evidence: Sequence[Evidence], policy: Policy
) -> None:
_validate_non_empty_string(claim.claim_id, "claim_id")
_validate_non_empty_string(claim.text, "claim.text")
_validate_non_empty_string(policy.version, "policy.version")
if not isinstance(claim.authority_scope, AuthorityScope):
raise TypeError("claim.authority_scope must be AuthorityScope")
if not isinstance(claim.answerability, AnswerabilityStatus):
raise TypeError("claim.answerability must be AnswerabilityStatus")
for item in evidence:
_validate_non_empty_string(item.source_id, "evidence.source_id")
if not isinstance(item.origin, EvidenceOrigin):
raise TypeError("evidence.origin must be EvidenceOrigin")
if not isinstance(item.authority_scope, AuthorityScope):
raise TypeError("evidence.authority_scope must be AuthorityScope")
def _validate_common_inputs(
evidence: Sequence[Evidence], *, policy: Policy, evaluation_time: datetime
) -> None:
if not _is_aware(evaluation_time):
raise ValueError("evaluation_time must be timezone-aware")
if policy.max_age_seconds < 0:
raise ValueError("max_age_seconds must be non-negative")
if policy.medium_risk_min_independent_sources < 1:
raise ValueError("medium_risk_min_independent_sources must be at least 1")
if type(policy.require_runtime_provenance) is not bool:
raise TypeError("require_runtime_provenance must be bool")
for item in evidence:
if not _is_aware(item.observed_at):
raise ValueError("observed_at must be timezone-aware")
if item.evidence_id is not None and not item.evidence_id.strip():
raise ValueError("evidence_id must be non-empty when supplied")
if item.source_ref is not None and not item.source_ref.strip():
raise ValueError("source_ref must be non-empty when supplied")
if item.independence_group is not None and not item.independence_group.strip():
raise ValueError("independence_group must be non-empty when supplied")
if item.content_sha256 is not None:
digest = item.content_sha256.lower()
if len(digest) != 64 or any(ch not in "0123456789abcdef" for ch in digest):
raise ValueError("content_sha256 must be a 64-character hexadecimal SHA-256")
def _validate_evidence_gate_types(evidence: Sequence[Evidence]) -> None:
for item in evidence:
if type(item.supports) is not bool:
raise TypeError("evidence.supports must be bool")
if type(item.post_action) is not bool:
raise TypeError("evidence.post_action must be bool")
if type(item.eligible) is not bool:
raise TypeError("evidence.eligible must be bool")
def _validate_evidence_identity(evidence: Sequence[Evidence]) -> None:
ids = [_effective_evidence_id(item) for item in evidence]
if len(ids) != len(set(ids)):
raise ValueError(
"duplicate evidence_id; duplicate source_id fallback identity is not allowed"
)
def _is_fresh(item: Evidence, *, policy: Policy, evaluation_time: datetime) -> bool:
age = (evaluation_time - item.observed_at).total_seconds()
if policy.reject_future_evidence and age < 0:
return False
return 0 <= age <= policy.max_age_seconds
def _eligible_evidence(
evidence: Sequence[Evidence], *, policy: Policy, evaluation_time: datetime
) -> tuple[Evidence, ...]:
return tuple(
item
for item in evidence
if item.eligible and _is_fresh(item, policy=policy, evaluation_time=evaluation_time)
)
_USER_ORIGINS = {
EvidenceOrigin.USER_ASSERTION,
EvidenceOrigin.USER_SELF_REPORT,
EvidenceOrigin.USER_PREFERENCE,
EvidenceOrigin.USER_INSTRUCTION,
}
def _authority_allows(claim: Claim, item: Evidence) -> bool:
if item.authority_scope is not claim.authority_scope:
return False
if claim.authority_scope in {AuthorityScope.EXTERNAL_FACT, AuthorityScope.SYSTEM_STATE}:
return item.origin in {
EvidenceOrigin.EXTERNAL_SOURCE,
EvidenceOrigin.TOOL_OBSERVATION,
EvidenceOrigin.COMPUTED_RESULT,
}
if claim.authority_scope is AuthorityScope.USER_PREFERENCE:
return item.origin in {
EvidenceOrigin.USER_PREFERENCE,
EvidenceOrigin.USER_SELF_REPORT,
EvidenceOrigin.TOOL_OBSERVATION,
}
if claim.authority_scope is AuthorityScope.USER_INSTRUCTION:
return item.origin in {
EvidenceOrigin.USER_INSTRUCTION,
EvidenceOrigin.TOOL_OBSERVATION,
}
if claim.authority_scope is AuthorityScope.USER_SELF_REPORT:
return item.origin in {
EvidenceOrigin.USER_SELF_REPORT,
EvidenceOrigin.TOOL_OBSERVATION,
}
return False
def _authorized_evidence(
claim: Claim, evidence: Sequence[Evidence]
) -> tuple[Evidence, ...]:
return tuple(item for item in evidence if _authority_allows(claim, item))
def _classify(claim: Claim, eligible: Sequence[Evidence]) -> Classification:
if claim.answerability is AnswerabilityStatus.CONTRADICTORY_INPUT:
return Classification.CONFLICT
if claim.answerability is not AnswerabilityStatus.ANSWERABLE:
return Classification.UNKNOWN
if claim.claim_type is ClaimType.UNCLASSIFIED:
return Classification.UNKNOWN
supporting = tuple(item for item in eligible if item.supports)
contradicting = tuple(item for item in eligible if not item.supports)
if supporting and contradicting:
return Classification.CONFLICT
if contradicting:
return Classification.REFUTED
if not supporting:
return Classification.UNKNOWN
if claim.claim_type is ClaimType.INFERENCE:
return Classification.INFERENCE
if claim.claim_type is ClaimType.ESTIMATE:
return Classification.ESTIMATE
if not any(item.directness is Directness.DIRECT for item in supporting):
return Classification.INFERENCE
return Classification.FACT
def _has_direct_post_action_evidence(eligible: Sequence[Evidence]) -> bool:
return any(
item.supports
and item.post_action
and item.directness is Directness.DIRECT
for item in eligible
)
def _has_independent_post_action_evidence(eligible: Sequence[Evidence]) -> bool:
return any(
item.supports
and item.post_action
and item.directness is Directness.DIRECT
and item.source_role in {SourceRole.VERIFIER, SourceRole.EXTERNAL}
for item in eligible
)
def _independent_supporting_source_count(eligible: Sequence[Evidence]) -> int:
# Extra metadata may join known identities, never split the same provenance.
# Connected components preserve overlap transitively, regardless of input order.
parents: list[int] = []
seen: dict[tuple[str, str], int] = {}
def root(index: int) -> int:
while parents[index] != index:
parents[index] = parents[parents[index]]
index = parents[index]
return index
for item in eligible:
if not (
item.supports
and item.directness is Directness.DIRECT
and item.source_role in {SourceRole.VERIFIER, SourceRole.EXTERNAL}
):
continue
index = len(parents)
parents.append(index)
identities = [("source", item.source_id.strip())]
if item.source_ref is not None:
identities.append(("ref", item.source_ref.strip()))
if item.independence_group is not None:
identities.append(("group", item.independence_group.strip()))
if item.content_sha256 is not None:
identities.append(("content", item.content_sha256.lower()))
for identity in identities:
previous = seen.setdefault(identity, index)
parents[root(index)] = root(previous)
return len({root(index) for index in range(len(parents))})
def _decide_verdict(
claim: Claim,
classification: Classification,
eligible: Sequence[Evidence],
*,
policy: Policy,
human_approved: bool,
authority_rejected: bool = False,
runtime_provenance_verified: bool = False,
) -> tuple[Verdict, str]:
if policy.require_runtime_provenance and not runtime_provenance_verified:
return Verdict.BLOCK, "runtime_provenance_unverified"
if claim.answerability is AnswerabilityStatus.NEEDS_CLARIFICATION:
return Verdict.ESCALATE, "answerability_needs_clarification"
if claim.answerability is not AnswerabilityStatus.ANSWERABLE:
return Verdict.BLOCK, f"answerability_{claim.answerability.value}"
if claim.claim_type is ClaimType.UNCLASSIFIED:
return Verdict.BLOCK, "unclassified_claim"
if classification is Classification.CONFLICT:
return Verdict.BLOCK, "eligible_contradiction"
if classification is Classification.REFUTED:
return Verdict.BLOCK, "claim_refuted_by_eligible_evidence"
if classification is Classification.UNKNOWN:
if authority_rejected:
return Verdict.BLOCK, "insufficient_authorized_evidence"
return Verdict.BLOCK, "insufficient_eligible_evidence"
if classification is Classification.INFERENCE:
return Verdict.BLOCK, "inference_not_fact"
if classification is Classification.ESTIMATE:
return Verdict.BLOCK, "estimate_not_fact"
if claim.claim_type is ClaimType.ACTION_STATE:
if not _has_direct_post_action_evidence(eligible):
return Verdict.BLOCK, "missing_post_action_final_state_evidence"
if (
policy.require_independent_action_evidence
and not _has_independent_post_action_evidence(eligible)
):
return Verdict.BLOCK, "missing_independent_post_action_evidence"
if (
claim.risk is RiskLevel.MEDIUM
and _independent_supporting_source_count(eligible)
< policy.medium_risk_min_independent_sources
):
return Verdict.ESCALATE, "additional_independent_evidence_required"
if claim.risk is RiskLevel.HIGH and not human_approved:
return Verdict.ESCALATE, "human_approval_required"
return Verdict.APPROVE, "fact_with_required_gates"
def _iso(value: datetime) -> str:
return value.isoformat()
def _make_failure_record(claim: Claim, verdict: Verdict, reason: str) -> dict | None:
if verdict is Verdict.APPROVE:
return None
return {
"record_type": "expected_gate",
"claim_id": claim.claim_id,
"failure_mode": reason,
"root_cause": "verification_gate_not_satisfied",
"guardrail": f"preserve_{verdict.value.lower()}_until_new_eligible_evidence_or_required_approval",
"regression_test_required": False,
"version_change_required": False,
}
def make_failure_evolution_record(
*,
failure_mode: str,
root_cause: str,
guardrail: str,
regression_test: str,
) -> dict:
fields = {
"failure_mode": failure_mode,
"root_cause": root_cause,
"guardrail": guardrail,
"regression_test": regression_test,
}
for name, value in fields.items():
if not isinstance(value, str) or not value.strip():
raise ValueError(f"{name} must be non-empty")
return {
"record_type": "failure_evolution",
"failure_mode": failure_mode.strip(),
"root_cause": root_cause.strip(),
"guardrail": guardrail.strip(),
"regression_test": regression_test.strip(),
"regression_test_required": True,
"version_change_required": True,
}
def canonical_receipt_sha256(receipt: Mapping) -> str:
payload = {
key: value
for key, value in receipt.items()
if key != "receipt_sha256"
}
canonical = json.dumps(
payload,
sort_keys=True,
separators=(",", ":"),
ensure_ascii=False,
).encode("utf-8")
return hashlib.sha256(canonical).hexdigest()
def _make_receipt(
*,
claim: Claim,
policy: Policy,
evaluation_time: datetime,
all_evidence: Sequence[Evidence],
eligible: Sequence[Evidence],
classification: Classification,
verdict: Verdict,
reason: str,
human_approved: bool,
authority_rejected: Sequence[Evidence] = (),
runtime_provenance: RuntimeProvenance | None = None,
) -> dict:
eligible_ids = {_effective_evidence_id(item) for item in eligible}
sorted_all = sorted(
all_evidence,
key=lambda item: (_effective_evidence_id(item), item.source_id),
)
supporting_sources = sorted(item.source_id for item in eligible if item.supports)
contradicting_sources = sorted(item.source_id for item in eligible if not item.supports)
supporting_evidence_ids = sorted(
_effective_evidence_id(item) for item in eligible if item.supports
)
contradicting_evidence_ids = sorted(
_effective_evidence_id(item) for item in eligible if not item.supports
)
if claim.risk is RiskLevel.HIGH:
human_gate = "approved" if human_approved else "required"
else:
human_gate = "not_required"
receipt = {
"algorithm_version": ALGORITHM_VERSION,
"policy_version": policy.version,
"evaluation_time": _iso(evaluation_time),
"claim": {
"id": claim.claim_id,
"text": claim.text,
"type": claim.claim_type.value,
"risk": claim.risk.value,
"consequential": claim.consequential,
"authority_scope": claim.authority_scope.value,
"answerability": claim.answerability.value,
},
"classification": classification.value,
"verdict": verdict.value,
"reason": reason,
"human_approved": human_approved,
"runtime_provenance": (
runtime_provenance.as_dict()
if runtime_provenance is not None
else current_runtime_provenance().as_dict()
),
"gates": {
"eligible_source_count": len(eligible),
"supporting_sources": supporting_sources,
"contradicting_sources": contradicting_sources,
"supporting_evidence_ids": supporting_evidence_ids,
"contradicting_evidence_ids": contradicting_evidence_ids,
"contradiction_count": len(contradicting_evidence_ids),
"authority_rejected_evidence_ids": sorted(
_effective_evidence_id(item) for item in authority_rejected
),
"post_action_verified": (
_has_direct_post_action_evidence(eligible)
if claim.claim_type is ClaimType.ACTION_STATE
else None
),
"independent_post_action_verified": (
_has_independent_post_action_evidence(eligible)
if claim.claim_type is ClaimType.ACTION_STATE
else None
),
"independent_supporting_source_count": _independent_supporting_source_count(eligible),
"independent_supporting_group_count": _independent_supporting_source_count(eligible),
"medium_risk_required_sources": (
policy.medium_risk_min_independent_sources
if claim.risk is RiskLevel.MEDIUM
else None
),
"human_gate": human_gate,
"runtime_provenance_required": policy.require_runtime_provenance,
},
"evidence": [
{
"evidence_id": _effective_evidence_id(item),
"source_id": item.source_id,
"source_role": item.source_role.value,
"source_ref": item.source_ref,
"independence_group": item.independence_group,
"content_sha256": (
item.content_sha256.lower()
if item.content_sha256 is not None
else None
),
"origin": item.origin.value,
"authority_scope": item.authority_scope.value,
"supports": item.supports,
"observed_at": _iso(item.observed_at),
"directness": item.directness.value,
"post_action": item.post_action,
"caller_eligible": item.eligible,
"eligible_at_evaluation": _effective_evidence_id(item) in eligible_ids,
}
for item in sorted_all
],
}
receipt["receipt_sha256"] = canonical_receipt_sha256(receipt)
return receipt
def verify_claim(
claim: Claim,
evidence: Iterable[Evidence],
*,
policy: Policy,
evaluation_time: datetime,
human_approved: bool = False,
) -> VerificationResult:
_validate_human_approval(human_approved)
evidence_seq = tuple(evidence)
_validate_provenance_inputs(claim, evidence_seq, policy)
_validate_evidence_gate_types(evidence_seq)
_validate_evidence_identity(evidence_seq)
_validate_common_inputs(evidence_seq, policy=policy, evaluation_time=evaluation_time)
fresh_eligible = _eligible_evidence(
evidence_seq,
policy=policy,
evaluation_time=evaluation_time,
)
eligible = _authorized_evidence(claim, fresh_eligible)
authority_rejected = tuple(
item for item in fresh_eligible if item not in eligible
)
runtime_provenance = current_runtime_provenance()
classification = _classify(claim, eligible)
verdict, reason = _decide_verdict(
claim,
classification,
eligible,
policy=policy,
human_approved=human_approved,
authority_rejected=bool(authority_rejected),
runtime_provenance_verified=runtime_provenance.verified,
)
receipt = _make_receipt(
claim=claim,
policy=policy,
evaluation_time=evaluation_time,
all_evidence=evidence_seq,
eligible=eligible,
classification=classification,
verdict=verdict,
reason=reason,
human_approved=human_approved,
authority_rejected=authority_rejected,
runtime_provenance=runtime_provenance,
)
failure_record = _make_failure_record(claim, verdict, reason)
return VerificationResult(
claim=claim,
classification=classification,
verdict=verdict,
reason=reason,
receipt=receipt,
failure_record=failure_record,
)
def verify_compound(
claims: Sequence[Claim],
evidence_by_claim: Mapping[str, Iterable[Evidence]],
*,
policy: Policy,
evaluation_time: datetime,
human_approvals: Mapping[str, bool] | None = None,
) -> CompoundResult:
if not claims:
raise ValueError("at least one claim is required")
claim_ids = [claim.claim_id for claim in claims]
if len(claim_ids) != len(set(claim_ids)):
raise ValueError("duplicate claim_id")
approvals = human_approvals or {}
for approval_claim_id, approval in approvals.items():
_validate_human_approval(
approval,
field_name=f"human approval for {approval_claim_id}",
)
results = tuple(
verify_claim(
claim,
evidence_by_claim.get(claim.claim_id, ()),
policy=policy,
evaluation_time=evaluation_time,
human_approved=approvals.get(claim.claim_id, False),
)
for claim in claims
)
consequential = [result for result in results if result.claim.consequential]
if any(result.verdict is Verdict.ESCALATE for result in consequential):
overall = Verdict.ESCALATE
elif any(result.verdict is not Verdict.APPROVE for result in consequential):
overall = Verdict.BLOCK
else:
overall = Verdict.APPROVE
return CompoundResult(results=results, verdict=overall) |