{"slug":"thinker-robert-a-marsland","verification":{"valid":true,"entries":1,"head":"30c5ac49108f5f6ee1237ec0f253a84664f12bbbdae143c3222f4818b8c6e83e"},"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":"Core paper deriving thermodynamic basis for adaptation in driven systems.","claim_ids":["c1","c2","c3"],"found_by":"grok/grok-4.3","extra":{},"accessed_at":"2026-07-10T13:01:45.084Z","link_status":"ok","quote_status":"verified","prev":"genesis","hash":"30c5ac49108f5f6ee1237ec0f253a84664f12bbbdae143c3222f4818b8c6e83e"}]}