{"slug":"thinker-nikolay-perunov","verification":{"valid":true,"entries":1,"head":"032ae59b7a6005716c505a68ed6827aef983dbb38005a79cd2e581eff591d88e"},"count":1,"sources":[{"id":"s1","type":"other","url":"https://ar5iv.labs.arxiv.org/html/1412.1875","title":"Statistical Physics of Adaptation","quote":"we demonstrate a generalization of the Helmholtz free energy for the finite-time stochastic evolution of driven Newtonian matter. By analyzing this expression term by term, we are able to argue for a general tendency in driven many-particle systems towards self-organization into states formed through exceptionally reliable absorption and dissipation of work energy from the surrounding environment.","summary":"Derives thermodynamic basis for physical adaptation in nonequilibrium systems.","claim_ids":["c1","c2","c3","c4"],"found_by":"grok/grok-4.3","extra":{},"accessed_at":"2026-07-10T13:01:48.258Z","link_status":"ok","quote_status":"verified","prev":"genesis","hash":"032ae59b7a6005716c505a68ed6827aef983dbb38005a79cd2e581eff591d88e"}]}