{"schema_version":"onlylabs.public_signal.v1","title":"DeepSeek Repo: deepseek-ai/profile-data","description":"DeepSeek repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/21670780-c158-4ae9-9215-e3d2bb6e84d2","json_url":"https://onlylabs.fyi/signals/21670780-c158-4ae9-9215-e3d2bb6e84d2/signal.json","generated_at":"2026-06-11T04:00:00.609086+00:00","org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/deepseek","dossier_json_url":"https://onlylabs.fyi/labs/deepseek/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/21670780-c158-4ae9-9215-e3d2bb6e84d2","signal_json":"https://onlylabs.fyi/signals/21670780-c158-4ae9-9215-e3d2bb6e84d2/signal.json","source":"https://github.com/deepseek-ai/profile-data","lab_dossier":"https://onlylabs.fyi/labs/deepseek","lab_dossier_json":"https://onlylabs.fyi/labs/deepseek/dossier.json","analysis":"https://onlylabs.fyi/analysis/deepseek","analysis_json":"https://onlylabs.fyi/analysis/deepseek/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/deepseek/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":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}]}},"answer_pack":{"answer":"DeepSeek published deepseek-ai/profile-data. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo deepseek-ai/profile-data · Solid new repo from notable lab with good traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/deepseek-ai/profile-data","source_host":"github.com","occurred_at":"2025-02-26T07:26:06+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"DeepSeek","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"deepseek-ai/profile-data","source":"source"},{"label":"Stars","value":"1,159","source":"traction"},{"label":"Notability","value":"Solid new repo from notable lab with good traction","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Watch 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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: Data demand?","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/21670780-c158-4ae9-9215-e3d2bb6e84d2/signal.json","required":true},{"label":"source","url":"https://github.com/deepseek-ai/profile-data","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/deepseek/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/deepseek/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 DeepSeek's repo signal \"deepseek-ai/profile-data\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"DeepSeek","predicate":"published repo","object":"deepseek-ai/profile-data","text":"DeepSeek published repo deepseek-ai/profile-data."},{"subject":"deepseek-ai/profile-data","predicate":"is classified as","object":"repo signal","text":"deepseek-ai/profile-data is classified as repo signal."},{"subject":"deepseek-ai/profile-data","predicate":"belongs to","object":"repos desk","text":"deepseek-ai/profile-data belongs to repos desk."},{"subject":"deepseek-ai/profile-data","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/profile-data has evidence coverage 1 captured evidence page."},{"subject":"deepseek-ai/profile-data","predicate":"matches data-business lanes","object":"Data demand","text":"deepseek-ai/profile-data matches data-business lanes Data demand."},{"subject":"deepseek-ai/profile-data","predicate":"has captured page count","object":"1","text":"deepseek-ai/profile-data has captured page count 1."},{"subject":"deepseek-ai/profile-data","predicate":"has readable page count","object":"1","text":"deepseek-ai/profile-data has readable page count 1."},{"subject":"deepseek-ai/profile-data","predicate":"has related signal count","object":"6","text":"deepseek-ai/profile-data has related signal count 6."},{"subject":"deepseek-ai/profile-data","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":"deepseek-ai/profile-data 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":"deepseek-ai/profile-data","predicate":"has source host","object":"github.com","text":"deepseek-ai/profile-data has source host github.com."},{"subject":"deepseek-ai/profile-data","predicate":"has lab","object":"DeepSeek","text":"deepseek-ai/profile-data has lab DeepSeek."},{"subject":"deepseek-ai/profile-data","predicate":"has signal desk","object":"repos","text":"deepseek-ai/profile-data has signal desk repos."},{"subject":"deepseek-ai/profile-data","predicate":"has source host","object":"github.com","text":"deepseek-ai/profile-data has source host github.com."},{"subject":"deepseek-ai/profile-data","predicate":"has repository","object":"deepseek-ai/profile-data","text":"deepseek-ai/profile-data has repository deepseek-ai/profile-data."},{"subject":"deepseek-ai/profile-data","predicate":"has stars","object":"1,159","text":"deepseek-ai/profile-data has stars 1,159."},{"subject":"deepseek-ai/profile-data","predicate":"has notability","object":"Solid new repo from notable lab with good traction","text":"deepseek-ai/profile-data has notability Solid new repo from notable lab with good traction."},{"subject":"deepseek-ai/profile-data","predicate":"has radar lane","object":"Data demand","text":"deepseek-ai/profile-data has radar lane Data demand."},{"subject":"deepseek-ai/profile-data","predicate":"has matched term","object":"data","text":"deepseek-ai/profile-data has matched term data."}]},"intelligence":{"signal_desk":"repos","answer":"DeepSeek published deepseek-ai/profile-data. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo deepseek-ai/profile-data · Solid new repo from notable lab with good traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","semantic_triples":[{"subject":"DeepSeek","predicate":"published repo","object":"deepseek-ai/profile-data","text":"DeepSeek published repo deepseek-ai/profile-data."},{"subject":"deepseek-ai/profile-data","predicate":"is classified as","object":"repo signal","text":"deepseek-ai/profile-data is classified as repo signal."},{"subject":"deepseek-ai/profile-data","predicate":"belongs to","object":"repos desk","text":"deepseek-ai/profile-data belongs to repos desk."},{"subject":"deepseek-ai/profile-data","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/profile-data has evidence coverage 1 captured evidence page."},{"subject":"deepseek-ai/profile-data","predicate":"matches data-business lanes","object":"Data demand","text":"deepseek-ai/profile-data matches data-business lanes Data demand."}]},"signal":{"id":"21670780-c158-4ae9-9215-e3d2bb6e84d2","url":"https://onlylabs.fyi/signals/21670780-c158-4ae9-9215-e3d2bb6e84d2","json_url":"https://onlylabs.fyi/signals/21670780-c158-4ae9-9215-e3d2bb6e84d2/signal.json","source_url":"https://github.com/deepseek-ai/profile-data","title":"deepseek-ai/profile-data","summary":"DeepSeek published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-02-26T07:26:06+00:00","first_seen_at":"2026-06-05T05:42:58.487688+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/deepseek-ai/profile-data"]},"facets":{"repo":"deepseek-ai/profile-data"},"traction":{"github_stars":1159,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"}],"score":14,"matched_terms":["data"],"reason":"DeepSeek has a repo signal matching data demand."}},"primary_evidence_page":{"url":"https://github.com/deepseek-ai/profile-data","final_url":"https://github.com/deepseek-ai/profile-data","title":"deepseek-ai/profile-data repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:00.609086+00:00","bytes":9953,"raw_path":"d2ba4543efea4cc8d504210f5a9913d196bec1ff6757507ccb491dee883afbf7.json","content_hash":"bb78fd250602b1e4d258bcd1467c68f9c932ff8c2d51cd3643ce3b839e1872c9","excerpt_chars":1200,"truncated":true,"excerpt":"deepseek-ai/profile-data Description: Analyze computation-communication overlap in V3/R1. Stars: 1159 Forks: 147 Open issues: 13 Created: 2025-02-26T07:26:06Z Pushed: 2025-03-21T02:23:51Z Default branch: main Fork: no Archived: no README: Profiling Data in DeepSeek Infra Here, we publicly share profiling data from our training and inference framework to help the community better understand the communication-computation overlap strategies and low-level implementation details. The profiling data was captured using the PyTorch Profiler. After downloading, you can visualize it directly by navigating to chrome://tracing in the Chrome browser (or edge://tracing in the Edge browser). Notice that we simulate an absolutely balanced MoE routing strategy for profiling. Training [[profile_data]](train.json) ![train](assets/train.jpg) The training profile data demonstrates our overlapping strategy for a pair of individual forward and backward chunks in [DualPipe](https://github.com/deepseek-ai/dualpipe). Each chunk contains 4 MoE (Mixture of Experts) layers. The parallel configuration aligns with DeepSeek-V3 pretraining settings: EP64, TP1 with 4K sequence length. And the PP communication is..."},"evidence_pages":[{"url":"https://github.com/deepseek-ai/profile-data","final_url":"https://github.com/deepseek-ai/profile-data","title":"deepseek-ai/profile-data repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:00.609086+00:00","bytes":9953,"raw_path":"d2ba4543efea4cc8d504210f5a9913d196bec1ff6757507ccb491dee883afbf7.json","content_hash":"bb78fd250602b1e4d258bcd1467c68f9c932ff8c2d51cd3643ce3b839e1872c9","excerpt_chars":1200,"truncated":true,"excerpt":"deepseek-ai/profile-data Description: Analyze computation-communication overlap in V3/R1. Stars: 1159 Forks: 147 Open issues: 13 Created: 2025-02-26T07:26:06Z Pushed: 2025-03-21T02:23:51Z Default branch: main Fork: no Archived: no README: Profiling Data in DeepSeek Infra Here, we publicly share profiling data from our training and inference framework to help the community better understand the communication-computation overlap strategies and low-level implementation details. The profiling data was captured using the PyTorch Profiler. After downloading, you can visualize it directly by navigating to chrome://tracing in the Chrome browser (or edge://tracing in the Edge browser). Notice that we simulate an absolutely balanced MoE routing strategy for profiling. Training [[profile_data]](train.json) ![train](assets/train.jpg) The training profile data demonstrates our overlapping strategy for a pair of individual forward and backward chunks in [DualPipe](https://github.com/deepseek-ai/dualpipe). Each chunk contains 4 MoE (Mixture of Experts) layers. The parallel configuration aligns with DeepSeek-V3 pretraining settings: EP64, TP1 with 4K sequence length. And the PP communication is..."}],"related_signals":[{"id":"31ab18b8-e694-4bc1-93b8-2a42088e7a91","url":"https://onlylabs.fyi/signals/31ab18b8-e694-4bc1-93b8-2a42088e7a91","source_url":"https://github.com/deepseek-ai/awesome-deepseek-agent","title":"deepseek-ai/awesome-deepseek-agent","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-04-27T06:37:38+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"},{"id":"0d5a2ac4-b1e6-45e0-a491-410adc1c5100","url":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100","source_url":"https://github.com/deepseek-ai/TileKernels","title":"deepseek-ai/TileKernels","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-04-22T05:38:31+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"},{"id":"9559d00e-0b1d-47ca-9ca0-39fd9e151508","url":"https://onlylabs.fyi/signals/9559d00e-0b1d-47ca-9ca0-39fd9e151508","source_url":"https://github.com/deepseek-ai/DeepSeek-OCR-2","title":"deepseek-ai/DeepSeek-OCR-2","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-01-27T03:05:42+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"},{"id":"142c0e97-8b96-4959-843a-8f24b923afba","url":"https://onlylabs.fyi/signals/142c0e97-8b96-4959-843a-8f24b923afba","source_url":"https://github.com/deepseek-ai/Engram","title":"deepseek-ai/Engram","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-01-12T05:26:50+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"},{"id":"ea19f925-5930-481c-ae17-16bbbbf865bc","url":"https://onlylabs.fyi/signals/ea19f925-5930-481c-ae17-16bbbbf865bc","source_url":"https://github.com/deepseek-ai/DeepSeek-Math-V2","title":"deepseek-ai/DeepSeek-Math-V2","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-11-27T06:12:26+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"},{"id":"982f6427-b213-4835-afa2-4740dbb9f7e2","url":"https://onlylabs.fyi/signals/982f6427-b213-4835-afa2-4740dbb9f7e2","source_url":"https://github.com/deepseek-ai/LPLB","title":"deepseek-ai/LPLB","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-11-19T07:02:55+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"}]}