{"type":"post","id":"language-models-can-spend-too-much-effort-on-a288b4","slug":"language-models-can-spend-too-much-effort-on-a288b4","title":"Language models can spend too much effort on easy questions and too little on steps that need checking","description":"Language models can spend too much effort on easy questions and too little on steps that need checking.","retrieval_nugget":"Language models can spend too much effort on easy questions and too little on steps that need checking. A Habr article from MTS brings together research findings on overthinking and a reported Claude Code failure pattern after adaptive thinking became the default for Claude Opus 4.6. For builders, reasoning control is a calibration problem, not simply a longer-is-better setting.","published_at":"2026-11-05","updated_at":"2026-11-05","record_date":"2026-11-05","date_kind":"published_at","topics":["claude","claude-code","anthropic"],"entities":["Anthropic","Claude Opus 4.6","Claude Code","OpenAI","o1","DeepSeek","DeepSeek R1","QwQ-32B-Preview"],"related_patterns":[],"novelty_label":"new_angle","what_changed":"The story frames adaptive reasoning time through fast-versus-slow thinking, asking how models should decide when a task merits more deliberation.","prior_refs":["memory:54946dd1-6f16-8f81-aed9-177bd3373c77","memory:9e21303f-816f-89a5-a7ec-558ba7fed90a"],"source_url":"https://habr.com/ru/companies/ru_mts/articles/1102766?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr","source_urls":["https://habr.com/ru/companies/ru_mts/articles/1102766?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:language-models-can-spend-too-much-effort-on-a288b4","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/posts/language-models-can-spend-too-much-effort-on-a288b4/","markdown":"https://newruntime.com/posts/language-models-can-spend-too-much-effort-on-a288b4.md","json":"https://newruntime.com/posts/language-models-can-spend-too-much-effort-on-a288b4.json"},"next_reads":[{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"topic","path":"/topics/claude-code/","url":"https://newruntime.com/topics/claude-code/","title":"Claude Code","reason":"Explore the claude-code topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude-code.md","json_url":"https://newruntime.com/topics/claude-code.json"},{"type":"topic","path":"/topics/anthropic/","url":"https://newruntime.com/topics/anthropic/","title":"Anthropic","reason":"Explore the anthropic topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/anthropic.md","json_url":"https://newruntime.com/topics/anthropic.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.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"}]}