{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Tutel","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338","json_url":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338/signal.json","generated_at":"2026-06-27T00:35:01.628Z","evidence_latest_fetched_at":"2026-06-18T07:03:43.958629+00:00","signal_first_seen_at":"2026-06-18T07:00:31.633644+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338","signal_json":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338/signal.json","source":"https://github.com/microsoft/Tutel","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/Tutel (C). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Tutel · language C · Notable MoE framework release with strong community traction (993 stars).. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/Tutel","source_host":"github.com","occurred_at":"2021-08-06T02:44:04+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source","context":"C"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/Tutel","source":"source"},{"label":"Language","value":"C","source":"source"},{"label":"Stars","value":"994","source":"traction"},{"label":"Notability","value":"Notable MoE framework release with strong community traction (993 stars).","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"support","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/microsoft/Tutel"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-18T07:03:43.958629+00:00"},"data_business":{"matches":true,"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["support"],"score":14,"reason":"Microsoft has a repo signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Which data-business lane explains this signal: Product and customer?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Tutel","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Microsoft's repo signal \"microsoft/Tutel\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Tutel","text":"Microsoft published repo microsoft/Tutel."},{"subject":"microsoft/Tutel","predicate":"is classified as","object":"repo signal","text":"microsoft/Tutel is classified as repo signal."},{"subject":"microsoft/Tutel","predicate":"belongs to","object":"repos desk","text":"microsoft/Tutel belongs to repos desk."},{"subject":"microsoft/Tutel","predicate":"has context","object":"C","text":"microsoft/Tutel has context C."},{"subject":"microsoft/Tutel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Tutel has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Tutel","predicate":"matches data-business lanes","object":"Product and customer","text":"microsoft/Tutel matches data-business lanes Product and customer."},{"subject":"microsoft/Tutel","predicate":"has captured page count","object":"1","text":"microsoft/Tutel has captured page count 1."},{"subject":"microsoft/Tutel","predicate":"has readable page count","object":"1","text":"microsoft/Tutel has readable page count 1."},{"subject":"microsoft/Tutel","predicate":"has related signal count","object":"6","text":"microsoft/Tutel has related signal count 6."},{"subject":"microsoft/Tutel","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"microsoft/Tutel has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"microsoft/Tutel","predicate":"has source host","object":"github.com","text":"microsoft/Tutel has source host github.com."},{"subject":"microsoft/Tutel","predicate":"has lab","object":"Microsoft","text":"microsoft/Tutel has lab Microsoft."},{"subject":"microsoft/Tutel","predicate":"has signal desk","object":"repos","text":"microsoft/Tutel has signal desk repos."},{"subject":"microsoft/Tutel","predicate":"has source host","object":"github.com","text":"microsoft/Tutel has source host github.com."},{"subject":"microsoft/Tutel","predicate":"has repository","object":"microsoft/Tutel","text":"microsoft/Tutel has repository microsoft/Tutel."},{"subject":"microsoft/Tutel","predicate":"has language","object":"C","text":"microsoft/Tutel has language C."},{"subject":"microsoft/Tutel","predicate":"has stars","object":"994","text":"microsoft/Tutel has stars 994."},{"subject":"microsoft/Tutel","predicate":"has notability","object":"Notable MoE framework release with strong community traction (993 stars).","text":"microsoft/Tutel has notability Notable MoE framework release with strong community traction (993 stars).."},{"subject":"microsoft/Tutel","predicate":"has radar lane","object":"Product and customer","text":"microsoft/Tutel has radar lane Product and customer."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Tutel (C). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Tutel · language C · Notable MoE framework release with strong community traction (993 stars).. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Tutel","text":"Microsoft published repo microsoft/Tutel."},{"subject":"microsoft/Tutel","predicate":"is classified as","object":"repo signal","text":"microsoft/Tutel is classified as repo signal."},{"subject":"microsoft/Tutel","predicate":"belongs to","object":"repos desk","text":"microsoft/Tutel belongs to repos desk."},{"subject":"microsoft/Tutel","predicate":"has context","object":"C","text":"microsoft/Tutel has context C."},{"subject":"microsoft/Tutel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Tutel has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Tutel","predicate":"matches data-business lanes","object":"Product and customer","text":"microsoft/Tutel matches data-business lanes Product and customer."}]},"signal":{"id":"bb02f982-82f7-44b6-adc3-b6894aa81338","url":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338","json_url":"https://onlylabs.fyi/signals/bb02f982-82f7-44b6-adc3-b6894aa81338/signal.json","source_url":"https://github.com/microsoft/Tutel","title":"microsoft/Tutel","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"C","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2021-08-06T02:44:04+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/microsoft/Tutel"]},"facets":{"repo":"microsoft/Tutel","language":"C"},"traction":{"github_stars":994,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":14,"matched_terms":["support"],"reason":"Microsoft has a repo signal matching product and customer."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/Tutel","final_url":"https://github.com/microsoft/Tutel","title":"microsoft/Tutel repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-18T07:03:43.958629+00:00","bytes":31185,"raw_path":"0f6b78accf2a73a216bebcaf161e3e071ef58c22ef1714c3ea833d5d302a518f.json","content_hash":"28e1a09ef50714abde5188fb802705237b261bfcd1b4ac0fca1333bb5b5d0eb7","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Tutel Description: Tutel MoE: Optimized Mixture-of-Experts Library, Support GptOss/DeepSeek/Kimi-K2/Qwen3 using FP8/NVFP4/MXFP4 Language: C License: MIT Stars: 993 Forks: 109 Open issues: 54 Created: 2021-08-06T02:44:04Z Pushed: 2026-06-18T05:36:03Z Default branch: main Fork: no Archived: no README: Tutel Tutel MoE: An Optimized Mixture-of-Experts Implementation, also the first parallel solution proposing [\"No-penalty Parallism/Sparsity/Capacity/.. Switching\"](https://mlsys.org/media/mlsys-2023/Slides/2477.pdf) for modern training and inference that have dynamic behaviors. - Supported Framework: Pytorch (recommend: >= 2.0) - Supported GPUs: CUDA(fp64/fp32/fp16/bf16), ROCm(fp64/fp32/fp16/bf16) - Supported CPU: fp64/fp32 - Support direct NVFP4/MXFP4/BlockwiseFP8 Inference for MoE-based DeepSeek / Kimi / Qwen3 / GptOSS using A100/A800/H100/MI300/.. > [!TIP] > #### Steps for GLM-5/5.1/5.2 (Claude-Code Mode): > > ```sh > [Model Downloads] > pip3 install -U \"huggingface_hub[cli]\" --upgrade > hf download --local-dir lukealonso/GLM-5.2-NVFP4 lukealonso/GLM-5.2-NVFP4 > hf download --local-dir nvidia/GLM-5.1-NVFP4 nvidia/GLM-5.1-NVFP4 > hf download --local-dir nvidia/GLM-5-NVFP4..."},"evidence_pages":[],"related_signals":[{"id":"6ae6413d-d27f-4b6c-8c34-260526c5ad4a","url":"https://onlylabs.fyi/signals/6ae6413d-d27f-4b6c-8c34-260526c5ad4a","source_url":"https://github.com/microsoft/Agentic-Shiksha","title":"microsoft/Agentic-Shiksha","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T06:44:56+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"fa96889d-12d2-430e-9871-9405d53d73bd","url":"https://onlylabs.fyi/signals/fa96889d-12d2-430e-9871-9405d53d73bd","source_url":"https://github.com/microsoft/XBOX-Game-Development-Documentation","title":"microsoft/XBOX-Game-Development-Documentation","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T01:33:33+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"234643d2-74f7-4307-8794-f6e80fec2878","url":"https://onlylabs.fyi/signals/234643d2-74f7-4307-8794-f6e80fec2878","source_url":"https://github.com/microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","title":"microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:50:36+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"ac8e1b0a-9de4-4215-b6e6-d443de8b7710","url":"https://onlylabs.fyi/signals/ac8e1b0a-9de4-4215-b6e6-d443de8b7710","source_url":"https://github.com/microsoft/TechLab-Module-19-Defender-for-Storage","title":"microsoft/TechLab-Module-19-Defender-for-Storage","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:41:12+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"74d1798f-3e3a-4dbb-b4a3-5492da857f7f","url":"https://onlylabs.fyi/signals/74d1798f-3e3a-4dbb-b4a3-5492da857f7f","source_url":"https://github.com/microsoft/Custom-Copilot-Connector-using-Connector-SDK","title":"microsoft/Custom-Copilot-Connector-using-Connector-SDK","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T11:45:08+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"2b3f3fc0-60f0-4892-934e-c720429e9476","url":"https://onlylabs.fyi/signals/2b3f3fc0-60f0-4892-934e-c720429e9476","source_url":"https://github.com/microsoft/trainer-ai-labs","title":"microsoft/trainer-ai-labs","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T07:07:28+00:00","first_seen_at":"2026-06-26T23:50:37.018387+00:00","date_source":"source"}]}