{"id":38699,"date":"2026-02-05T15:27:11","date_gmt":"2026-02-05T14:27:11","guid":{"rendered":"https:\/\/www.graviton.at\/letterswaplibrary\/platinum-cot-high-value-technical-reasoning-distilled-via-phi-4-%e2%86%92-deepseek-r1-70b-%e2%86%92-qwen-2-5-32b-pipeline\/"},"modified":"2026-02-05T15:27:11","modified_gmt":"2026-02-05T14:27:11","slug":"platinum-cot-high-value-technical-reasoning-distilled-via-phi-4-%e2%86%92-deepseek-r1-70b-%e2%86%92-qwen-2-5-32b-pipeline","status":"publish","type":"post","link":"https:\/\/www.graviton.at\/letterswaplibrary\/platinum-cot-high-value-technical-reasoning-distilled-via-phi-4-%e2%86%92-deepseek-r1-70b-%e2%86%92-qwen-2-5-32b-pipeline\/","title":{"rendered":"Platinum-CoT: High-Value Technical Reasoning. Distilled Via Phi-4 \u2192 DeepSeek-R1 (70B) \u2192 Qwen 2.5 (32B) Pipeline"},"content":{"rendered":"<p><!-- SC_OFF --><\/p>\n<div class=\"md\">\n<p>I&#8217;ve just released a preview of <strong>Platinum-CoT<\/strong>, a dataset engineered specifically for high-stakes technical reasoning and CoT distillation.<\/p>\n<p><strong>What makes it different?<\/strong> Unlike generic instruction sets, this uses a triple-model &#8220;Platinum&#8221; pipeline:<\/p>\n<ol>\n<li><strong>Architect<\/strong>: Phi-4 generates complex, multi-constraint Staff Engineer level problems.<\/li>\n<li><strong>Solver<\/strong>: DeepSeek-R1 (70B) provides the &#8220;Gold Standard&#8221; Chain-of-Thought reasoning (Avg. ~5.4k chars per path).<\/li>\n<li><strong>Auditor<\/strong>: Qwen 2.5 (32B) performs a strict logic audit; only the highest quality (8+\/10) samples are kept.<\/li>\n<\/ol>\n<p><strong>Featured Domains<\/strong>:<\/p>\n<p>&#8211; <strong>Systems<\/strong>: Zero-copy (io_uring), Rust unsafe auditing, SIMD-optimized matching.<\/p>\n<p>&#8211; <strong>Cloud Native<\/strong>: Cilium networking, eBPF security, Istio sidecar optimization.<\/p>\n<p>&#8211; <strong>FinTech<\/strong>: FIX protocol, low-latency ring buffers.<\/p>\n<p>Check out the parquet preview on HuggingFace:<\/p>\n<p><a href=\"https:\/\/huggingface.co\/datasets\/BlackSnowDot\/Platinum-CoT\">https:\/\/huggingface.co\/datasets\/BlackSnowDot\/Platinum-CoT<\/a><\/p>\n<\/div>\n<p><!-- SC_ON -->   submitted by   <a href=\"https:\/\/www.reddit.com\/user\/BlackSnowDoto\"> \/u\/BlackSnowDoto <\/a> <br \/> <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1qw3csn\/platinumcot_highvalue_technical_reasoning\/\">[link]<\/a><\/span>   <span><a href=\"https:\/\/www.reddit.com\/r\/datasets\/comments\/1qw3csn\/platinumcot_highvalue_technical_reasoning\/\">[comments]<\/a><\/span><\/p><div class='watch-action'><div class='watch-position align-right'><div class='action-like'><a class='lbg-style1 like-38699 jlk' href='javascript:void(0)' data-task='like' data-post_id='38699' data-nonce='72e055e984' rel='nofollow'><img class='wti-pixel' src='https:\/\/www.graviton.at\/letterswaplibrary\/wp-content\/plugins\/wti-like-post\/images\/pixel.gif' title='Like' \/><span class='lc-38699 lc'>0<\/span><\/a><\/div><\/div> <div class='status-38699 status align-right'><\/div><\/div><div class='wti-clear'><\/div>","protected":false},"excerpt":{"rendered":"<p>I&#8217;ve just released a preview of Platinum-CoT, a dataset engineered specifically for high-stakes technical reasoning and CoT&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85],"tags":[],"class_list":["post-38699","post","type-post","status-publish","format-standard","hentry","category-datatards","wpcat-85-id"],"_links":{"self":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/38699","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/comments?post=38699"}],"version-history":[{"count":0,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/posts\/38699\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/media?parent=38699"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/categories?post=38699"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.graviton.at\/letterswaplibrary\/wp-json\/wp\/v2\/tags?post=38699"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}