{"id":"9a90736f1819","page":"/c/9a90736f1819/","topic":"Training Logits Comparison: Vanilla vs Kimi K2 with","publisher":"Kimi (Moonshot AI)","official":true,"platform":"X","publishedAt":"2025-07-22T04:55:06.000Z","model":"Kimi K2","form":"line","metrics":{"views":90470,"likes":1659,"reposts":224,"quotes":27,"replies":77,"saves":404},"readAt":"2026-10-12T21:30:08.589Z","chartsInPost":4,"score":81,"scoreWeights":{"views":0.4,"likes":0.3,"eng":0.15,"save":0.15},"quadrant":"hit","ranks":{"score":{"industry":{"n":41,"of":1162},"company":{"n":6,"of":20}},"views":{"industry":{"n":403,"of":1162},"company":{"n":16,"of":20}},"likes":{"industry":{"n":189,"of":1162},"company":{"n":11,"of":20}},"eng":{"industry":{"n":16,"of":1162},"company":{"n":1,"of":20}},"save":{"industry":{"n":7,"of":1162},"company":{"n":1,"of":20}}},"percentiles":{"industry":{"views":0.6536144578313253,"likes":0.8377796901893287,"eng":0.9866609294320138,"save":0.9944061962134251},"company":{"views":0.225,"likes":0.475,"eng":0.975,"save":0.975}},"peers":{"industry":1162,"company":20,"companyName":"Kimi (Moonshot AI)"},"medians":{"industry":{"views":39945,"likes":289,"eng":0.007331788144862199,"save":0.0007642791742968587},"company":{"views":225599.5,"likes":1765.5,"eng":0.009028830610831364,"save":0.0013345762912218722},"form":{"n":108,"views":87497,"eng":0.006289672292921017}},"ratios":{"vsCompanyViews":0.4010203923324298,"vsCompanyLikes":0.9396771452846219,"viewsPerFollower":0.24760794359782798,"viewsPerDay":202.08134529831304},"followers":365376,"reads":[{"at":"2026-10-10T21:52:33.452Z","views":90467,"likes":1659,"reposts":225,"quotes":27,"replies":77,"saves":403,"source":"chart-os"},{"at":"2026-10-12T15:27:25.386Z","views":90470,"likes":1659,"reposts":224,"quotes":27,"replies":77,"saves":404,"source":"x-search-cache"}],"chartData":"/api/charts/9a90736f1819.json","copy":{"en":{"why":[{"factor":"saves","text":"Its 0.45% save rate sits at the 99th percentile among AI chart posts, against a 0.076% median."},{"factor":"rank","text":"The score of 81 ranks #41 of 1,162 AI chart posts and #6 of 20 Kimi (Moonshot AI) posts."},{"factor":"multi-chart-post","text":"The post carries 4 charts, and every chart in the post shares the post's numbers."}],"verdict":"The post sits in the Reached and resonated quadrant at #41 of 1,162 AI chart posts.","news":{"headline":"Kimi K2 logits comparison chart draws 90.5K views","dek":"A line chart of logits for a vanilla run with Muon and Kimi K2 with MuonClip reached 90.5K views and a 0.45% save rate.","what":"Kimi (Moonshot AI) posted a line chart on July 22, 2025, comparing logits for a vanilla run with Muon and Kimi K2 with MuonClip. The post carried 4 charts, including a Kimi K2 training loss curve and t-SNE visualizations of MCP tools by category, and it was the account's only post that day.","numbers":"It reached 90.5K views, ranking #403 of 1,162 AI chart posts, against a median of 39.9K views among AI chart posts. Its score of 81 ranks #41 of 1,162 AI chart posts and #6 of 20 Kimi (Moonshot AI) posts.","lesson":"A 0.45% save rate, at the 99th percentile among AI chart posts, came with a 2.20% engagement rate. The chart shows max logits values from 200 to 1200 for the vanilla run with Muon and 80 to 100 for Kimi K2 with MuonClip.","implication":"At #6 of 20 Kimi (Moonshot AI) posts, this chart post trails the account's own top posts while its 0.45% save rate sits far above the 0.076% median among AI chart posts."}},"zh":{"why":[{"factor":"saves","text":"收藏率0.45%，在1162条AI图表帖中排第7，远超中位数0.076%。"},{"factor":"rank","text":"综合得分81，在1162条AI图表帖中排第41，在Kimi (Moonshot AI)的20条帖子中排第6。"},{"factor":"multi-chart-post","text":"帖子含4张图表，每张图共用帖子数据，多图形式未影响传播。"}],"verdict":"传得远，也打动人：浏览量和互动率均不低于中位数，综合得分排第41。","news":{"headline":"Kimi (Moonshot AI)发布训练Logits对比图","dek":"收藏率0.45%，排第7，远超中位数。","what":"Kimi (Moonshot AI)于2025年7月22日发布一条含4张图表的帖子，主题为训练Logits对比，展示Vanilla run与Kimi K2的差异。当日该账号仅此一条帖子。","numbers":"浏览量9万，在1162条AI图表帖中排第403，高于中位数4万。互动率2.20%，收藏率0.45%，排第7。","lesson":"收藏率0.45%是第99百分位，前10%，而浏览量排名第403，说明收藏表现远强于浏览量。","implication":"该帖在Kimi (Moonshot AI)的20条帖子中排第6，综合得分81，高于中位数，但后续帖子浏览量更高，如8月1日19.2万、9月5日64.2万。"}},"lane":"en:amd/DeepSeek-V4.1-Flash zh:amd/DeepSeek-V4-Flash","checkedAt":"2026-10-13T20:00:21.986Z"}}