{"type":"raw_signal","id":"analysis-of-decision-model-implementations-and-benchmarks-4bb7e0","slug":"analysis-of-decision-model-implementations-and-benchmarks-4bb7e0","title":"Analysis of decision model implementations and benchmarks","description":"A Habr article compares six decision-model implementations: Jev, Clef, Clef-flash, pplx-decider, Strands Decider, Laya and GLiDE.","retrieval_nugget":"A Habr article compares six decision-model implementations: Jev, Clef, Clef-flash, pplx-decider, Strands Decider, Laya and GLiDE.","observed_at":"2026-10-08","record_date":"2026-10-08","date_kind":"observed_at","why_it_matters":"A Habr article compares six decision-model implementations: Jev, Clef, Clef-flash, pplx-decider, Strands Decider, Laya and GLiDE. These systems take a system state and typed questions, then return probabilities over allowed answers in a single pass rather than generating text tokens. The article describes distinct implementation choices, including frozen LLMs with trained output components, a fixe","novelty":"notable","verification_level":"source-linked","signal_type":"research","source_platform":"habr.com","topics":[],"entities":[],"related_patterns":[],"source_url":"https://habr.com/ru/articles/1091188?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr","source_urls":["https://habr.com/ru/articles/1091188?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:analysis-of-decision-model-implementations-and-benchmarks-4bb7e0","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/signals/analysis-of-decision-model-implementations-and-benchmarks-4bb7e0/","markdown":"https://newruntime.com/signals/analysis-of-decision-model-implementations-and-benchmarks-4bb7e0.md","json":"https://newruntime.com/signals/analysis-of-decision-model-implementations-and-benchmarks-4bb7e0.json"},"next_reads":[{"type":"collection","path":"/signals/","url":"https://newruntime.com/signals/","title":"Raw Signals","reason":"Open every source-linked raw signal.","media_type":"text/html","json_url":"https://newruntime.com/signals.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}