{"id":"decisio-gemma-4-31b-v080","slug":"decisio-gemma-4-31b-v080","name":"decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)","orgId":"amin-roudaki-aminry","family":"decisio-gemma-4-31b-v080","releaseDate":null,"availability":"ga","openWeights":true,"license":"Apache-2.0 software; Gemma model terms","paramsTotal":31000000000,"contextWindow":null,"knowledgeCutoff":null,"modelCardUrl":"https://github.com/aminry/decisio","hfRepo":null,"modalities":["text"],"aliases":["decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)","Decisio V0.8 0 ON Gemma 4 31B IT","decisio-gemma-4-31b-v080"],"aliasNote":null,"paramsSource":"slug","decision":{"kind":"decision","outputTypes":["noul","choice","score","multi"],"vision":false,"backbone":null,"technique":"Jev-compatible decision readout on frozen base","weightsRepo":null,"servedParams":null,"hosted":null,"coverage":null,"partialRun":false,"latencyMedianMs":null,"latencyHosted":false,"firstSeen":"2026-10-08","reliability":null,"priceUsdPer1k":0.04084664184157075,"api":false,"measuredOn":"2026-10-06"},"organization":{"id":"amin-roudaki-aminry","name":"Amin Roudaki (@aminry)","slug":"amin-roudaki-aminry","country":null,"url":null,"color":"#A39E8F","mark":"AM"},"price":null,"answer":{"word":"Yes.","scope":"Yes on Decision models (price per 1,000 decisions). Not the overall leader.","lead":"As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) is state of the art in Decision models (since Oct 8, 2026; sources JevBench price; methodology v1.0). decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads Decision models on price per 1,000 decisions since 2026-10-08. The field is models within 5 points of the accuracy leader.","confidence":"medium"},"verdicts":[{"id":"v_overall_decision_decisio-gemma-4-31b-v080_2026-10-14_open_NEAR_SOTA","model":"decisio-gemma-4-31b-v080","model_name":"decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)","category":"decision","category_name":"Decision models","slice":"overall","state":"NEAR_SOTA","rank":4,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":2.2727272727272663,"confidence":"medium","valid_from":"2026-10-14","valid_to":null,"configuration":null,"rationale":"Close in Decision models: rank #4, 2.3 percentile points behind the leader.","safeguard_flags":[],"co_sota_with":[],"challengers":[],"methodology":"1.0","label":"Near-SOTA · Decision models"},{"id":"v_open-weights_decision_decisio-gemma-4-31b-v080_2026-10-14_open_NEAR_SOTA","model":"decisio-gemma-4-31b-v080","model_name":"decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)","category":"decision","category_name":"Decision models","slice":"open-weights","state":"NEAR_SOTA","rank":4,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":2.6548672566371607,"confidence":"medium","valid_from":"2026-10-14","valid_to":null,"configuration":null,"rationale":"Close in Decision models: rank #4, 2.7 percentile points behind the leader.","safeguard_flags":[],"co_sota_with":[],"challengers":[],"methodology":"1.0","label":"Near-SOTA · Decision models"},{"id":"v_le-32b_decision_decisio-gemma-4-31b-v080_2026-10-14_open_NEAR_SOTA","model":"decisio-gemma-4-31b-v080","model_name":"decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)","category":"decision","category_name":"Decision models","slice":"le-32b","state":"NEAR_SOTA","rank":4,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":2.702702702702709,"confidence":"medium","valid_from":"2026-10-14","valid_to":null,"configuration":null,"rationale":"Close in Decision models: rank #4, 2.7 percentile points behind the leader.","safeguard_flags":[],"co_sota_with":[],"challengers":[],"methodology":"1.0","label":"Near-SOTA · Decision models"},{"id":"v_price_decision_decisio-gemma-4-31b-v080_2026-10-08_open_SOTA","model":"decisio-gemma-4-31b-v080","model_name":"decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)","category":"decision","category_name":"Decision models","slice":"price","state":"SOTA","rank":1,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":0,"confidence":"medium","valid_from":"2026-10-08","valid_to":null,"configuration":null,"rationale":"decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads Decision models on price per 1,000 decisions since 2026-10-08. The field is models within 5 points of the accuracy leader.","safeguard_flags":[],"co_sota_with":[],"challengers":[],"methodology":"1.0","label":"SOTA · Decision models"}]}