{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/Attention-Residuals","description":"Moonshot AI (Kimi) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/56e737b3-83b8-4d8a-896f-764466e39951","json_url":"https://onlylabs.fyi/signals/56e737b3-83b8-4d8a-896f-764466e39951/signal.json","generated_at":"2026-06-11T02:52:05.315823+00:00","org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/moonshot","dossier_json_url":"https://onlylabs.fyi/labs/moonshot/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/56e737b3-83b8-4d8a-896f-764466e39951","signal_json":"https://onlylabs.fyi/signals/56e737b3-83b8-4d8a-896f-764466e39951/signal.json","source":"https://github.com/MoonshotAI/Attention-Residuals","lab_dossier":"https://onlylabs.fyi/labs/moonshot","lab_dossier_json":"https://onlylabs.fyi/labs/moonshot/dossier.json","analysis":"https://onlylabs.fyi/analysis/moonshot","analysis_json":"https://onlylabs.fyi/analysis/moonshot/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/moonshot/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Moonshot AI (Kimi) published MoonshotAI/Attention-Residuals. 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(b) Full AttnRes: each layer attends over all previous outputs. (c) Block AttnRes: layers are grouped into blocks, reducing memory from O(Ld) to O(Nd). </em></p> --- This is the official repository for **Attention Residuals (AttnRes)**, a drop-in replacement for standard residual..."},"evidence_pages":[{"url":"https://github.com/MoonshotAI/Attention-Residuals","final_url":"https://github.com/MoonshotAI/Attention-Residuals","title":"MoonshotAI/Attention-Residuals repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:05.315823+00:00","bytes":13761,"raw_path":"ecadf5520e6968d045263fd03176b6bec08f1de17c053c33112e4f92eb5bb480.json","content_hash":"ef543929254d7911353c1362d6d66e410875057d144a207fad2bea9f0f4ad67b","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/Attention-Residuals Stars: 3301 Forks: 187 Open issues: 12 Created: 2026-03-15T13:29:15Z Pushed: 2026-03-17T06:23:11Z Default branch: master Fork: no Archived: no README: <div align=\"center\"> <h2 align=\"center\"> <b> <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <br/> <img src=\"assets/logo.png\" height=\"16\" width=\"16\" style=\"display: inline-block; vertical-align: middle; margin: 2px;\"> Attention Residuals <br/> <span>━━━━━━━━━━━━━━━━━━━━━━━━━━━</span> <br/> </b> </h2> </div> <p align=\"center\"> <a href=\"Attention_Residuals.pdf\">Paper</a> &nbsp;|&nbsp; <a href=\"https://arxiv.org/abs/2603.15031\">arXiv</a> &nbsp;|&nbsp; <a href=\"#overview\">Overview</a> &nbsp;|&nbsp; <a href=\"#results\">Results</a> &nbsp;|&nbsp; <a href=\"#citation\">Citation</a> </p> <p align=\"center\"> <img src=\"assets/overview.png\" width=\"800\" /> </p> <p align=\"center\"><em> (a) Standard residuals with uniform additive accumulation. (b) Full AttnRes: each layer attends over all previous outputs. (c) Block AttnRes: layers are grouped into blocks, reducing memory from O(Ld) to O(Nd). </em></p> --- This is the official repository for **Attention Residuals (AttnRes)**, a drop-in replacement for standard residual..."}],"related_signals":[{"id":"79251662-bd6e-416b-a102-fa2c0094a732","url":"https://onlylabs.fyi/signals/79251662-bd6e-416b-a102-fa2c0094a732","source_url":"https://github.com/MoonshotAI/kimi-code","title":"MoonshotAI/kimi-code","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-05-22T08:02:03+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"1873c3cc-86bb-4c82-83a2-55e4b9abbf6a","url":"https://onlylabs.fyi/signals/1873c3cc-86bb-4c82-83a2-55e4b9abbf6a","source_url":"https://github.com/MoonshotAI/FlashKDA","title":"MoonshotAI/FlashKDA","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-04-20T12:59:46+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"8b3ade28-e68c-4b70-83b6-c1ed58d1fa27","url":"https://onlylabs.fyi/signals/8b3ade28-e68c-4b70-83b6-c1ed58d1fa27","source_url":"https://github.com/MoonshotAI/kimi-help-center","title":"MoonshotAI/kimi-help-center","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-03-02T10:39:40+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"5d5d3a8a-3d2f-4b99-a4e1-ce195d537ee8","url":"https://onlylabs.fyi/signals/5d5d3a8a-3d2f-4b99-a4e1-ce195d537ee8","source_url":"https://github.com/MoonshotAI/kimi-agent-rs","title":"MoonshotAI/kimi-agent-rs","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-02-06T13:28:20+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"73929b19-ab5d-453e-88cc-d499bff38a01","url":"https://onlylabs.fyi/signals/73929b19-ab5d-453e-88cc-d499bff38a01","source_url":"https://github.com/MoonshotAI/Kimi-K2.5","title":"MoonshotAI/Kimi-K2.5","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-01-30T14:29:16+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"},{"id":"7509aa2f-f1f9-4e75-935c-923f935a5c79","url":"https://onlylabs.fyi/signals/7509aa2f-f1f9-4e75-935c-923f935a5c79","source_url":"https://github.com/MoonshotAI/WorldVQA","title":"MoonshotAI/WorldVQA","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-01-26T07:26:43+00:00","first_seen_at":"2026-06-05T20:58:48.769801+00:00","date_source":"source"}]}