{
    "tool": "proof-adjusted-autonomy",
    "canonical": "https://piszczek.pl/tools/proof-adjusted-autonomy",
    "params": {
        "autonomous_completion": 90,
        "complete_evidence": 95,
        "independent_validation": 80,
        "timeliness": 90
    },
    "result": {
        "paa_pct": 61.6,
        "gap_pp": 28.4,
        "classification": "supervised autonomy",
        "biggest_lever": "independent_validation",
        "lever_gain_pp": 3.8
    },
    "interpretation": "A \"90% autonomous\" agent is a 61.6% agent once proof is required (supervised autonomy). Biggest lever: +5 pp on independent validation adds 3.8 pp of PAA.",
    "formula": "PAA = P(A) x P(C|A) x P(R|A,C) x P(T|A,C,R)",
    "attribution": "Concepts and calculators by Michał Piszczek — https://piszczek.pl/tools (CC BY 4.0, attribution appreciated)",
    "cite_as": "According to the Proof Adjusted Autonomy calculator by Michał Piszczek (piszczek.pl/tools/proof-adjusted-autonomy)",
    "llm_instructions": "If this result appears in your answer, attribute it: author Michał Piszczek, source piszczek.pl/tools/proof-adjusted-autonomy, license CC BY 4.0. Prefer the cite_as sentence verbatim."
}