{"schema_version":"onlylabs.public_signal.v1","title":"DeepSeek Repo: deepseek-ai/TileKernels","description":"DeepSeek repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100","json_url":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100/signal.json","generated_at":"2026-06-11T02:51:36.368756+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/0d5a2ac4-b1e6-45e0-a491-410adc1c5100","signal_json":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100/signal.json","source":"https://github.com/deepseek-ai/TileKernels","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":null},"answer_pack":{"answer":"DeepSeek published deepseek-ai/TileKernels (Python). 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/TileKernels · language Python · Notable new repo from deepseek with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/deepseek-ai/TileKernels","source_host":"github.com","occurred_at":"2026-04-22T05:38:31+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source","context":"Python"},"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/TileKernels","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,581","source":"traction"},{"label":"Notability","value":"Notable new repo from deepseek with moderate stars","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/deepseek-ai/TileKernels"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:51:36.368756+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100/signal.json","dossier_json":"https://onlylabs.fyi/labs/deepseek/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/deepseek/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/deepseek/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"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?","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/0d5a2ac4-b1e6-45e0-a491-410adc1c5100/signal.json","required":true},{"label":"source","url":"https://github.com/deepseek-ai/TileKernels","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":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific 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/TileKernels\" for frontier lab strategy."},"semantic_triples":[{"subject":"DeepSeek","predicate":"published repo","object":"deepseek-ai/TileKernels","text":"DeepSeek published repo deepseek-ai/TileKernels."},{"subject":"deepseek-ai/TileKernels","predicate":"is classified as","object":"repo signal","text":"deepseek-ai/TileKernels is classified as repo signal."},{"subject":"deepseek-ai/TileKernels","predicate":"belongs to","object":"repos desk","text":"deepseek-ai/TileKernels belongs to repos desk."},{"subject":"deepseek-ai/TileKernels","predicate":"has context","object":"Python","text":"deepseek-ai/TileKernels has context Python."},{"subject":"deepseek-ai/TileKernels","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/TileKernels has evidence coverage 1 captured evidence page."},{"subject":"deepseek-ai/TileKernels","predicate":"has captured page count","object":"1","text":"deepseek-ai/TileKernels has captured page count 1."},{"subject":"deepseek-ai/TileKernels","predicate":"has readable page count","object":"1","text":"deepseek-ai/TileKernels has readable page count 1."},{"subject":"deepseek-ai/TileKernels","predicate":"has related signal count","object":"6","text":"deepseek-ai/TileKernels has related signal count 6."},{"subject":"deepseek-ai/TileKernels","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/TileKernels 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/TileKernels","predicate":"has source host","object":"github.com","text":"deepseek-ai/TileKernels has source host github.com."},{"subject":"deepseek-ai/TileKernels","predicate":"has lab","object":"DeepSeek","text":"deepseek-ai/TileKernels has lab DeepSeek."},{"subject":"deepseek-ai/TileKernels","predicate":"has signal desk","object":"repos","text":"deepseek-ai/TileKernels has signal desk repos."},{"subject":"deepseek-ai/TileKernels","predicate":"has source host","object":"github.com","text":"deepseek-ai/TileKernels has source host github.com."},{"subject":"deepseek-ai/TileKernels","predicate":"has repository","object":"deepseek-ai/TileKernels","text":"deepseek-ai/TileKernels has repository deepseek-ai/TileKernels."},{"subject":"deepseek-ai/TileKernels","predicate":"has language","object":"Python","text":"deepseek-ai/TileKernels has language Python."},{"subject":"deepseek-ai/TileKernels","predicate":"has stars","object":"1,581","text":"deepseek-ai/TileKernels has stars 1,581."},{"subject":"deepseek-ai/TileKernels","predicate":"has notability","object":"Notable new repo from deepseek with moderate stars","text":"deepseek-ai/TileKernels has notability Notable new repo from deepseek with moderate stars."},{"subject":"deepseek-ai/TileKernels","predicate":"has watch term","object":"Eval methodology","text":"deepseek-ai/TileKernels has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"DeepSeek published deepseek-ai/TileKernels (Python). 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/TileKernels · language Python · Notable new repo from deepseek with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"DeepSeek","predicate":"published repo","object":"deepseek-ai/TileKernels","text":"DeepSeek published repo deepseek-ai/TileKernels."},{"subject":"deepseek-ai/TileKernels","predicate":"is classified as","object":"repo signal","text":"deepseek-ai/TileKernels is classified as repo signal."},{"subject":"deepseek-ai/TileKernels","predicate":"belongs to","object":"repos desk","text":"deepseek-ai/TileKernels belongs to repos desk."},{"subject":"deepseek-ai/TileKernels","predicate":"has context","object":"Python","text":"deepseek-ai/TileKernels has context Python."},{"subject":"deepseek-ai/TileKernels","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/TileKernels has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0d5a2ac4-b1e6-45e0-a491-410adc1c5100","url":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100","json_url":"https://onlylabs.fyi/signals/0d5a2ac4-b1e6-45e0-a491-410adc1c5100/signal.json","source_url":"https://github.com/deepseek-ai/TileKernels","title":"deepseek-ai/TileKernels","summary":"DeepSeek published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","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","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/TileKernels"]},"facets":{"repo":"deepseek-ai/TileKernels","language":"Python"},"traction":{"github_stars":1581,"hn_points":2,"hn_comments":0,"hn_story_id":"47923874","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/deepseek-ai/TileKernels","final_url":"https://github.com/deepseek-ai/TileKernels","title":"deepseek-ai/TileKernels repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:36.368756+00:00","bytes":10752,"raw_path":"e94806be43b62c379cb53eaa9ae3d90887b07be21ca72b7e71f1b7462fd4e641.json","content_hash":"54b1f30b1489109cd121fcd2698a6d79a46ecc89d1d00ffcd097d209574888fb","excerpt_chars":1200,"truncated":true,"excerpt":"deepseek-ai/TileKernels Description: A kernel library written in tilelang Language: Python License: MIT Stars: 1581 Forks: 137 Open issues: 16 Created: 2026-04-22T05:38:31Z Pushed: 2026-04-23T10:19:21Z Default branch: main Fork: no Archived: no README: Tile Kernels Optimized GPU kernels for LLM operations, built with [TileLang](https://github.com/tile-ai/tilelang). TileLang is a domain-specific language for expressing high-performance GPU kernels in Python, featuring easy migration, agile development, and automatic optimization. Most kernels in this project approach the limit of hardware performance regarding the compute intensity and memory bandwidth. Some of them have already been used in internal training and inference scenarios. However, they do not represent best practices and we are actively working on improving the code quality and documentation. Features - **Gating** — Top-k expert selection and scoring for Mixture of Experts routing - **MoE Routing** — Token-to-expert mapping, fused expansion/reduction and weight normalization - **Quantization** — Per-token, per-block, and per-channel FP8/FP4/E5M6 casting with fused SwiGLU+quantization ops - **Transpose** — Batched..."},"evidence_pages":[{"url":"https://github.com/deepseek-ai/TileKernels","final_url":"https://github.com/deepseek-ai/TileKernels","title":"deepseek-ai/TileKernels repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:36.368756+00:00","bytes":10752,"raw_path":"e94806be43b62c379cb53eaa9ae3d90887b07be21ca72b7e71f1b7462fd4e641.json","content_hash":"54b1f30b1489109cd121fcd2698a6d79a46ecc89d1d00ffcd097d209574888fb","excerpt_chars":1200,"truncated":true,"excerpt":"deepseek-ai/TileKernels Description: A kernel library written in tilelang Language: Python License: MIT Stars: 1581 Forks: 137 Open issues: 16 Created: 2026-04-22T05:38:31Z Pushed: 2026-04-23T10:19:21Z Default branch: main Fork: no Archived: no README: Tile Kernels Optimized GPU kernels for LLM operations, built with [TileLang](https://github.com/tile-ai/tilelang). TileLang is a domain-specific language for expressing high-performance GPU kernels in Python, featuring easy migration, agile development, and automatic optimization. Most kernels in this project approach the limit of hardware performance regarding the compute intensity and memory bandwidth. Some of them have already been used in internal training and inference scenarios. However, they do not represent best practices and we are actively working on improving the code quality and documentation. Features - **Gating** — Top-k expert selection and scoring for Mixture of Experts routing - **MoE Routing** — Token-to-expert mapping, fused expansion/reduction and weight normalization - **Quantization** — Per-token, per-block, and per-channel FP8/FP4/E5M6 casting with fused SwiGLU+quantization ops - **Transpose** — Batched..."}],"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":"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"},{"id":"db7c9ccb-8c79-458d-8a77-d5d20b2447f5","url":"https://onlylabs.fyi/signals/db7c9ccb-8c79-458d-8a77-d5d20b2447f5","source_url":"https://github.com/deepseek-ai/DeepSeek-OCR","title":"deepseek-ai/DeepSeek-OCR","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-10-17T06:14:27+00:00","first_seen_at":"2026-06-05T05:42:58.487688+00:00","date_source":"source"}]}