{"type":"post","id":"unsloth-ships-dynamic-v3-1-gguf-quants-of-b32b5f","slug":"unsloth-ships-dynamic-v3-1-gguf-quants-of-b32b5f","title":"Unsloth ships Dynamic v3.1 GGUF quants of DeepSeek-V4.1-Flash-1017 and disputes GSQ-RCO's benchmark claims","description":"Unsloth has released preview Dynamic v3.1 GGUF quantizations for DeepSeek-V4.1-Flash-1017 and published its own cross-benchmark comparison with GSQ-RCO alternatives.","retrieval_nugget":"Unsloth has released preview Dynamic v3.1 GGUF quantizations for DeepSeek-V4.1-Flash-1017 and published its own cross-benchmark comparison with GSQ-RCO alternatives. The practical signal for teams running large local models is not that one chart settles the contest, but that quant choice affects accuracy, reasoning length, truncation, storage, and the reproducibility of reported results.","published_at":"2026-10-30","updated_at":"2026-10-30","record_date":"2026-10-30","date_kind":"published_at","topics":["coding-agents","evals"],"entities":["Unsloth","DeepSeek-V4.1-Flash-1017","Unsloth Dynamic v3.1","GSQ-RCO","ISTA-DASLab","llama.cpp"],"related_patterns":["verification-bandwidth-is-the-scarce-resource"],"novelty_label":"new_fact","what_changed":"Unsloth now offers Dynamic v3.1 GGUF quants for the same DeepSeek model, and reports benchmark results disputing GSQ-RCO’s AIME25 recovery claims.","prior_refs":["memory:5131f673-01bf-8cc9-a829-bc7632819f00","memory:8bfd6b63-c5fc-839b-a294-41f2dbf7a7a4"],"source_url":"https://unsloth.ai/docs/models/deepseek-v4.1-flash","source_urls":["https://unsloth.ai/docs/models/deepseek-v4.1-flash"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:unsloth-ships-dynamic-v3-1-gguf-quants-of-b32b5f","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/unsloth-ships-dynamic-v3-1-gguf-quants-of-b32b5f/","markdown":"https://newruntime.com/posts/unsloth-ships-dynamic-v3-1-gguf-quants-of-b32b5f.md","json":"https://newruntime.com/posts/unsloth-ships-dynamic-v3-1-gguf-quants-of-b32b5f.json"},"next_reads":[{"type":"topic","path":"/topics/coding-agents/","url":"https://newruntime.com/topics/coding-agents/","title":"Coding Agents","reason":"Explore the coding-agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/coding-agents.md","json_url":"https://newruntime.com/topics/coding-agents.json"},{"type":"topic","path":"/topics/evals/","url":"https://newruntime.com/topics/evals/","title":"Evals","reason":"Explore the evals topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/evals.md","json_url":"https://newruntime.com/topics/evals.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"}]}