{"paper":{"title":"Designing Ecosystems of Intelligence from First Principles","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.MA","nlin.AO"],"primary_cat":"cs.AI","authors_text":"Alexander Tschantz, Alex B Kiefer, Beren Millidge, Brennan Klein, Capm Petersen, Christopher L Buckley, Conor Heins, Dalton A R Sakthivadivel, Dan Mapes, Gabriel Ren\\'e, Jason G Fox, Kaiser Fung, Karl J Friston, Magnus Koudahl, Mahault Albarracin, Maxwell J D Ramstead, Riddhi J Pitliya, Safae Essafi Tremblay, Steven Swanson, Toby St Clere Smithe","submitted_at":"2022-12-02T18:24:06Z","abstract_excerpt":"This white paper lays out a vision of research and development in the field of artificial intelligence for the next decade (and beyond). Its denouement is a cyber-physical ecosystem of natural and synthetic sense-making, in which humans are integral participants -- what we call ''shared intelligence''. This vision is premised on active inference, a formulation of adaptive behavior that can be read as a physics of intelligence, and which inherits from the physics of self-organization. In this context, we understand intelligence as the capacity to accumulate evidence for a generative model of on"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.01354","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2212.01354/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}