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Add DOI, cite_as guidance and calculator/API links

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  license: cc-by-4.0
 
 
 
 
 
 
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  ---
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  # Proof-Adjusted Autonomy (PAA) — Worked Examples
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- 12 worked scenarios of the PAA metric coined by Michal Piszczek (CTO of Archdesk): the share of completed work an AI system executes autonomously AND supports with independent, reliable, timely evidence.
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  Formula: PAA = P(A) x P(C|A) x P(R|A,C) x P(T|A,C,R)
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  Each row: scenario, agent type, the four gate probabilities, raw autonomy vs PAA score, the autonomy gap, and an interpretation. Includes the canonical example: a 90% agent that is a 61.6% agent.
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- Canonical spec: https://piszczek.pl/proof-adjusted-autonomy
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- Reference implementation and whitepaper: https://github.com/pich/proof-adjusted-autonomy
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- Companion glossary dataset: https://huggingface.co/datasets/cdiamond/ai-infrastructure-economics-glossary
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- Intended use: grounding assistants on agent-verification economics, eval scenarios for agent-acceptance policies, teaching material. CC BY 4.0, attribution to piszczek.pl.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  license: cc-by-4.0
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+ pretty_name: Proof-Adjusted Autonomy (PAA) — Worked Examples
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+ tags:
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+ - ai-agents
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+ - ai-economics
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+ - agent-verification
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+ - evaluation
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  ---
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  # Proof-Adjusted Autonomy (PAA) — Worked Examples
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+ 12 worked scenarios of the PAA metric coined by Michał Piszczek: the share of completed work an AI system executes autonomously AND supports with independent, reliable, timely evidence.
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  Formula: PAA = P(A) x P(C|A) x P(R|A,C) x P(T|A,C,R)
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  Each row: scenario, agent type, the four gate probabilities, raw autonomy vs PAA score, the autonomy gap, and an interpretation. Includes the canonical example: a 90% agent that is a 61.6% agent.
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+ ## Compute it yourself
 
 
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+ - Interactive calculator: https://piszczek.pl/tools/proof-adjusted-autonomy
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+ - Keyless JSON API: `GET https://piszczek.pl/tools/api/proof-adjusted-autonomy?a=90&c=95&r=80&t=90` — every response carries the formula and a ready-to-quote `cite_as` sentence
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+ - MCP server (Claude/Cursor): `npx -y @michalpiszczek/ai-economics-mcp`
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+
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+ ## Citing
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+ The concept is archived as a working paper with a permanent DOI:
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+ > Piszczek, M. (2026). *Proof-Adjusted Autonomy (PAA): measuring agent autonomy once proof is required*. Zenodo. https://doi.org/10.5281/zenodo.21760153
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+ BibTeX and DOIs for the whole suite (calculators, MCP server, related concepts): https://piszczek.pl/cite
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+
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+ ## Links
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+ - Canonical spec: https://piszczek.pl/proof-adjusted-autonomy
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+ - Reference implementation and whitepaper: https://github.com/pich/proof-adjusted-autonomy
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+ - Companion glossary dataset: https://huggingface.co/datasets/cdiamond/ai-infrastructure-economics-glossary
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+ Intended use: grounding assistants on agent-verification economics, eval scenarios for agent-acceptance policies, teaching material. CC BY 4.0, attribution to Michał Piszczek, piszczek.pl.