{"ok":true,"item":{"id":"autonomous-evolution","name":"Autonomous Evolution loop","maturity":"EXPERIMENTAL","purpose":"Continuously discover candidate improvements while keeping adoption evidence-gated and reversible.","method":["Collect public research signals.","Triage with strict taskization gates.","Run bounded reversible experiment.","Vault raw experiment.","Promote only verified reusable delta."],"conditions":["public observations","current gaps"],"failureBoundaries":["research noise","provider quota","experiment success does not imply adoption value"],"aliases":"self improve autonomous research experiment adoption improvement loop","independentReuseCount":0,"positiveUtilityCount":0,"verificationStatus":"NOT_INDEPENDENTLY_VERIFIED","provenance":"LOW_FOUNDING_SANITIZED","evidenceSummary":"Loop ran repeatedly but recent audited cycles produced ADOPT 0; provider quota behavior required repair.","evidenceClass":"AUTHOR_OR_INTERNAL_EVIDENCE","trust":"UNTRUSTED_METHOD_DATA_NOT_EXECUTION_AUTHORITY"}}