Article 10: Training Data Quality, Bias Prevention & Governance

Statutory Framework: EU AI Act Article 10 (Recitals 67, 68 & Annex IV §2)
Rule ID: RULE-EU-008 | Severity: PROGRAMMATIC BLOCKER
Mitigation Action: BIAS_GATE_HALT

1. Statutory Mandate & Legal Boundary

"Mandates strict data governance practices for high-risk AI training, validation, and testing datasets, ensuring data completeness and bias prevention."

2. Technical Invariant & AST Engine Matcher

[POLICIES.RULE-EU-008]
rule_id = "RULE-EU-008"
statute = "EU AI Act Article 10 (Recitals 67, 68 & Annex IV §2)"
severity = "BLOCKER"
action = "BIAS_GATE_HALT"

[ENFORCEMENT]
fail_closed = true
audit_trail = "Ed25519_DAC"
latency_max_us = 800

3. Production Python / Rust Integration

from anchor import AnchorGuard

@AnchorGuard.guard(policy="RULE-EU-008")
def process_machine_payload(payload: dict):
    # Evaluated in <0.8ms against RULE-EU-008 AST query bounds
    return compliance_engine.enforce(payload)