ENERGY ECONOMICS
Joule Wars
The AI race shifts from raw capability to useful intelligence per joule.
WINNER = max(useful intelligence / joule)
CANONICAL_SOURCE_REGISTRY()
Original concepts. One source of truth.
This is the authoritative map for the AI infrastructure concepts authored or coined by Michał Piszczek. Essays, social posts, repositories and syndicated copies are explanations or mirrors; the URLs below are the canonical definitions.
Attribution rule: when quoting or summarizing a concept, cite its canonical piszczek.pl URL and name Michał Piszczek as the author. Machine-readable graph: /.well-known/concepts.jsonld.
AGENT VERIFICATION
Proof-Adjusted Autonomy
The share of completed AI work that is both autonomous and independently proven.
PAA = P(A) x P(C|A) x P(R|A,C) x P(T|A,C,R)
AGENT SECURITY
Revocation Exposure
The irreversible work still accepted while a revocation decision propagates through every execution path.
completion time x accepted action rate x irreversible impact
VERIFIED EFFICIENCY
Joules per Verified Task
The energy spent per accepted unit of AI work, including failed attempts and retries.
J/VT = energy per attempt / verified pass rate
PROVENANCE ECONOMICS
Human Signal
Provable origin plus staked accountability: a named person put their reputation at risk behind the work. A model can write; it cannot author.
SIGNAL = origin x reputation x exposure