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Jose Antonio Vilar · QMetrika Labs

Accumulation view of one unit (Token Capital): it reads its audit, its cost ledger and its approvals as capital that accumulates. It is the real capture pipeline for human judgment (the {context → decision} pair). · Unit: genomica-lab · see the fleet's central Capital →
demo mode (simulated data) · ready to read real data via analyze_decisions.py

Cost per provider last 30 days

foundational (paid API)local (~free)

Decisions by outcome at the gate

Human judgment by department allow/deny decisions per unit

allowdeny

Token usage · foundational vs local the more local, the more autonomy and the less cost

foundational (paid API)local (~free)

Capital captured per week human judgment + eval data

human decisions (labels)audit entries (evals)

Latest audited decisions hash-chain · verifiable

source · audit.py (hash-chain) + cost.py (ledger) + broker decisions · verify with python3 mcp/audit.py verify · eval dataset: python3 scripts/analyze_decisions.py --jsonl