{"schema_version":"onlylabs.public_signal.v1","title":"DeepSeek Repo: deepseek-ai/DeepInfer","description":"DeepSeek repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/58f7b206-0125-4d81-8358-ec49229e25c5","json_url":"https://onlylabs.fyi/signals/58f7b206-0125-4d81-8358-ec49229e25c5/signal.json","generated_at":"2026-10-24T22:25:50.386Z","evidence_latest_fetched_at":"2026-10-21T07:04:21.536204+00:00","signal_first_seen_at":"2026-10-21T07:00:40.024676+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/58f7b206-0125-4d81-8358-ec49229e25c5","signal_json":"https://onlylabs.fyi/signals/58f7b206-0125-4d81-8358-ec49229e25c5/signal.json","source":"https://github.com/deepseek-ai/DeepInfer","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":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"DeepSeek published deepseek-ai/DeepInfer (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/DeepInfer · language Python · Mixed: DeepSeek's inference release impresses but missing KV cache and suspicions about motives temper enthusiasm.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/deepseek-ai/DeepInfer","source_host":"github.com","occurred_at":"2026-10-16T07:47:23+00:00","first_seen_at":"2026-10-21T07:00:40.024676+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/DeepInfer","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"21,359","source":"traction"},{"label":"HN","value":"Mixed: DeepSeek's inference release impresses but missing KV cache and suspicions about motives temper enthusiasm.","source":"source"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"inference","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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/DeepInfer"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-21T07:04:21.536204+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["inference"],"score":19,"reason":"DeepSeek has a repo signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/58f7b206-0125-4d81-8358-ec49229e25c5/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":"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: Infrastructure?","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/58f7b206-0125-4d81-8358-ec49229e25c5/signal.json","required":true},{"label":"source","url":"https://github.com/deepseek-ai/DeepInfer","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/DeepInfer\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"DeepSeek","predicate":"published repo","object":"deepseek-ai/DeepInfer","text":"DeepSeek published repo deepseek-ai/DeepInfer."},{"subject":"deepseek-ai/DeepInfer","predicate":"is classified as","object":"repo signal","text":"deepseek-ai/DeepInfer is classified as repo signal."},{"subject":"deepseek-ai/DeepInfer","predicate":"belongs to","object":"repos desk","text":"deepseek-ai/DeepInfer belongs to repos desk."},{"subject":"deepseek-ai/DeepInfer","predicate":"has context","object":"Python","text":"deepseek-ai/DeepInfer has context Python."},{"subject":"deepseek-ai/DeepInfer","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/DeepInfer has evidence coverage 1 captured evidence page."},{"subject":"deepseek-ai/DeepInfer","predicate":"matches data-business lanes","object":"Infrastructure","text":"deepseek-ai/DeepInfer matches data-business lanes Infrastructure."},{"subject":"deepseek-ai/DeepInfer","predicate":"has captured page count","object":"1","text":"deepseek-ai/DeepInfer has captured page count 1."},{"subject":"deepseek-ai/DeepInfer","predicate":"has readable page count","object":"1","text":"deepseek-ai/DeepInfer has readable page count 1."},{"subject":"deepseek-ai/DeepInfer","predicate":"has related signal count","object":"6","text":"deepseek-ai/DeepInfer has related signal count 6."},{"subject":"deepseek-ai/DeepInfer","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/DeepInfer 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/DeepInfer","predicate":"has source host","object":"github.com","text":"deepseek-ai/DeepInfer has source host github.com."},{"subject":"deepseek-ai/DeepInfer","predicate":"has lab","object":"DeepSeek","text":"deepseek-ai/DeepInfer has lab DeepSeek."},{"subject":"deepseek-ai/DeepInfer","predicate":"has signal desk","object":"repos","text":"deepseek-ai/DeepInfer has signal desk repos."},{"subject":"deepseek-ai/DeepInfer","predicate":"has source host","object":"github.com","text":"deepseek-ai/DeepInfer has source host github.com."},{"subject":"deepseek-ai/DeepInfer","predicate":"has repository","object":"deepseek-ai/DeepInfer","text":"deepseek-ai/DeepInfer has repository deepseek-ai/DeepInfer."},{"subject":"deepseek-ai/DeepInfer","predicate":"has language","object":"Python","text":"deepseek-ai/DeepInfer has language Python."},{"subject":"deepseek-ai/DeepInfer","predicate":"has stars","object":"21,359","text":"deepseek-ai/DeepInfer has stars 21,359."},{"subject":"deepseek-ai/DeepInfer","predicate":"has hn","object":"Mixed: DeepSeek's inference release impresses but missing KV cache and suspicions about motives temper enthusiasm.","text":"deepseek-ai/DeepInfer has hn Mixed: DeepSeek's inference release impresses but missing KV cache and suspicions about motives temper enthusiasm.."},{"subject":"deepseek-ai/DeepInfer","predicate":"has radar lane","object":"Infrastructure","text":"deepseek-ai/DeepInfer has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"DeepSeek published deepseek-ai/DeepInfer (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/DeepInfer · language Python · Mixed: DeepSeek's inference release impresses but missing KV cache and suspicions about motives temper enthusiasm.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"DeepSeek","predicate":"published repo","object":"deepseek-ai/DeepInfer","text":"DeepSeek published repo deepseek-ai/DeepInfer."},{"subject":"deepseek-ai/DeepInfer","predicate":"is classified as","object":"repo signal","text":"deepseek-ai/DeepInfer is classified as repo signal."},{"subject":"deepseek-ai/DeepInfer","predicate":"belongs to","object":"repos desk","text":"deepseek-ai/DeepInfer belongs to repos desk."},{"subject":"deepseek-ai/DeepInfer","predicate":"has context","object":"Python","text":"deepseek-ai/DeepInfer has context Python."},{"subject":"deepseek-ai/DeepInfer","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/DeepInfer has evidence coverage 1 captured evidence page."},{"subject":"deepseek-ai/DeepInfer","predicate":"matches data-business lanes","object":"Infrastructure","text":"deepseek-ai/DeepInfer matches data-business lanes Infrastructure."}]},"signal":{"id":"58f7b206-0125-4d81-8358-ec49229e25c5","url":"https://onlylabs.fyi/signals/58f7b206-0125-4d81-8358-ec49229e25c5","json_url":"https://onlylabs.fyi/signals/58f7b206-0125-4d81-8358-ec49229e25c5/signal.json","source_url":"https://github.com/deepseek-ai/DeepInfer","title":"deepseek-ai/DeepInfer","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":"2026-10-16T07:47:23+00:00","first_seen_at":"2026-10-21T07:00:40.024676+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/DeepInfer"]},"facets":{"repo":"deepseek-ai/DeepInfer","language":"Python"},"traction":{"github_stars":21359,"hn_points":2212,"hn_comments":852,"hn_story_id":"50163277","hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":19,"matched_terms":["inference"],"reason":"DeepSeek has a repo signal matching infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/deepseek-ai/DeepInfer","final_url":"https://github.com/deepseek-ai/DeepInfer","title":"deepseek-ai/DeepInfer repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-21T07:04:21.536204+00:00","bytes":12473,"raw_path":"be38b11f937cd76cc2499227cdfa48faa900c375d8ec04e58b2371112dc26656.json","content_hash":"45dea5abf7774cd236a9cfc0e364a224864fff610eaaf80c113de8a8d0b6eda6","excerpt_chars":1200,"truncated":true,"excerpt":"deepseek-ai/DeepInfer Description: DeepInfer: High-performance, large-scale inference framework for DeepSeek models Language: Python License: Apache-2.0 Stars: 15340 Forks: 1503 Open issues: 159 Created: 2026-10-16T07:47:23Z Pushed: 2026-10-21T04:55:44Z Default branch: main Fork: no Archived: no README: DeepInfer DeepInfer is the high-performance inference framework that powers DeepSeek's large-scale production services. This open-source release provides offline inference with the core features needed for serving at scale. Supported models: - DeepSeek-V4.1-Flash Supported features: - Optimized kernels, model and sampler runtime - Parallelism: Attention DP / balanced CP, MoE EP + EPLB - DSpark and confidence-scheduled verification - SWA bounded replay - Asynchronous scheduling (zero-overhead batch scheduler) - Batch-invariant inference - Deterministic sampling - Structured outputs Feature details and configuration - **Optimized kernels:** [FlashMLA](https://github.com/deepseek-ai/FlashMLA), [DeepGEMM](https://github.com/deepseek-ai/DeepGEMM), [DeepEP](https://github.com/deepseek-ai/DeepEP), [TileKernels](https://github.com/deepseek-ai/TileKernels),..."},"evidence_pages":[],"related_signals":[{"id":"de216771-e5c8-4e58-8f2e-ee83c278cf54","url":"https://onlylabs.fyi/signals/de216771-e5c8-4e58-8f2e-ee83c278cf54","source_url":"https://github.com/deepseek-ai/dsh-libreoffice-kit","title":"deepseek-ai/dsh-libreoffice-kit","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-09-30T06:28:16+00:00","first_seen_at":"2026-10-01T07:00:40.62511+00:00","date_source":"source"},{"id":"882cef4d-4706-457b-93c2-baecee6a5c2b","url":"https://onlylabs.fyi/signals/882cef4d-4706-457b-93c2-baecee6a5c2b","source_url":"https://github.com/deepseek-ai/dsh-node-addon-require-builtin","title":"deepseek-ai/dsh-node-addon-require-builtin","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-09-30T06:27:22+00:00","first_seen_at":"2026-10-01T07:00:40.62511+00:00","date_source":"source"},{"id":"c8e4717b-c988-42cd-bac2-1b3e8fd28c12","url":"https://onlylabs.fyi/signals/c8e4717b-c988-42cd-bac2-1b3e8fd28c12","source_url":"https://github.com/deepseek-ai/DeepEP-Ascend","title":"deepseek-ai/DeepEP-Ascend","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-09-30T00:44:59+00:00","first_seen_at":"2026-09-30T07:00:40.713225+00:00","date_source":"source"},{"id":"9ae36484-ba37-420b-9129-281978143f06","url":"https://onlylabs.fyi/signals/9ae36484-ba37-420b-9129-281978143f06","source_url":"https://github.com/deepseek-ai/DeepGEMM-Ascend","title":"deepseek-ai/DeepGEMM-Ascend","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-09-29T15:49:55+00:00","first_seen_at":"2026-09-30T07:00:40.713225+00:00","date_source":"source"},{"id":"9c0a2bbe-1f16-43f6-a743-e0dc9d5b5594","url":"https://onlylabs.fyi/signals/9c0a2bbe-1f16-43f6-a743-e0dc9d5b5594","source_url":"https://github.com/deepseek-ai/deepseek-recipe","title":"deepseek-ai/deepseek-recipe","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-09-10T05:36:48+00:00","first_seen_at":"2026-09-11T07:00:40.423095+00:00","date_source":"source"},{"id":"9e0ba2d7-2a6d-4217-a8d5-45a27e3a54e3","url":"https://onlylabs.fyi/signals/9e0ba2d7-2a6d-4217-a8d5-45a27e3a54e3","source_url":"https://github.com/deepseek-ai/DeepSelect","title":"deepseek-ai/DeepSelect","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-09-09T14:38:04+00:00","first_seen_at":"2026-09-10T07:00:41.855157+00:00","date_source":"source"}]}