{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Fork: NousResearch/DeepEP","description":"Nous Research fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732","json_url":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732/signal.json","generated_at":"2026-06-11T02:43:31.886382+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732","signal_json":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732/signal.json","source":"https://github.com/NousResearch/DeepEP","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Nous Research forked NousResearch/DeepEP (forked from deepseek-ai/DeepEP). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/DeepEP · parent deepseek-ai/DeepEP · Low-star fork, minimal traction.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/NousResearch/DeepEP","source_host":"github.com","occurred_at":"2025-11-04T12:57:33+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"forked from deepseek-ai/DeepEP"},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NousResearch/DeepEP","source":"source"},{"label":"Parent","value":"deepseek-ai/DeepEP","source":"source"},{"label":"Stars","value":"8","source":"traction"},{"label":"Notability","value":"Low-star fork, minimal traction.","source":"signal"},{"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/NousResearch/DeepEP"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:31.886382+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/DeepEP","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","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 Nous Research's fork signal \"NousResearch/DeepEP\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/DeepEP","text":"Nous Research forked NousResearch/DeepEP."},{"subject":"NousResearch/DeepEP","predicate":"is classified as","object":"fork signal","text":"NousResearch/DeepEP is classified as fork signal."},{"subject":"NousResearch/DeepEP","predicate":"belongs to","object":"forks desk","text":"NousResearch/DeepEP belongs to forks desk."},{"subject":"NousResearch/DeepEP","predicate":"has context","object":"forked from deepseek-ai/DeepEP","text":"NousResearch/DeepEP has context forked from deepseek-ai/DeepEP."},{"subject":"NousResearch/DeepEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/DeepEP has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/DeepEP","predicate":"has captured page count","object":"1","text":"NousResearch/DeepEP has captured page count 1."},{"subject":"NousResearch/DeepEP","predicate":"has readable page count","object":"1","text":"NousResearch/DeepEP has readable page count 1."},{"subject":"NousResearch/DeepEP","predicate":"has related signal count","object":"6","text":"NousResearch/DeepEP has related signal count 6."},{"subject":"NousResearch/DeepEP","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"NousResearch/DeepEP has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"NousResearch/DeepEP","predicate":"has source host","object":"github.com","text":"NousResearch/DeepEP has source host github.com."},{"subject":"NousResearch/DeepEP","predicate":"has lab","object":"Nous Research","text":"NousResearch/DeepEP has lab Nous Research."},{"subject":"NousResearch/DeepEP","predicate":"has signal desk","object":"forks","text":"NousResearch/DeepEP has signal desk forks."},{"subject":"NousResearch/DeepEP","predicate":"has source host","object":"github.com","text":"NousResearch/DeepEP has source host github.com."},{"subject":"NousResearch/DeepEP","predicate":"has repository","object":"NousResearch/DeepEP","text":"NousResearch/DeepEP has repository NousResearch/DeepEP."},{"subject":"NousResearch/DeepEP","predicate":"has parent","object":"deepseek-ai/DeepEP","text":"NousResearch/DeepEP has parent deepseek-ai/DeepEP."},{"subject":"NousResearch/DeepEP","predicate":"has stars","object":"8","text":"NousResearch/DeepEP has stars 8."},{"subject":"NousResearch/DeepEP","predicate":"has notability","object":"Low-star fork, minimal traction.","text":"NousResearch/DeepEP has notability Low-star fork, minimal traction.."},{"subject":"NousResearch/DeepEP","predicate":"has watch term","object":"Infrastructure","text":"NousResearch/DeepEP has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Nous Research forked NousResearch/DeepEP (forked from deepseek-ai/DeepEP). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/DeepEP · parent deepseek-ai/DeepEP · Low-star fork, minimal traction.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/DeepEP","text":"Nous Research forked NousResearch/DeepEP."},{"subject":"NousResearch/DeepEP","predicate":"is classified as","object":"fork signal","text":"NousResearch/DeepEP is classified as fork signal."},{"subject":"NousResearch/DeepEP","predicate":"belongs to","object":"forks desk","text":"NousResearch/DeepEP belongs to forks desk."},{"subject":"NousResearch/DeepEP","predicate":"has context","object":"forked from deepseek-ai/DeepEP","text":"NousResearch/DeepEP has context forked from deepseek-ai/DeepEP."},{"subject":"NousResearch/DeepEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/DeepEP has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7b6e2ab3-e30f-49cf-b5c0-40cc708f3732","url":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732","json_url":"https://onlylabs.fyi/signals/7b6e2ab3-e30f-49cf-b5c0-40cc708f3732/signal.json","source_url":"https://github.com/NousResearch/DeepEP","title":"NousResearch/DeepEP","summary":"Nous Research forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from deepseek-ai/DeepEP","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-11-04T12:57:33+00:00","first_seen_at":"2026-06-06T01:49:37.982614+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/NousResearch/DeepEP"]},"facets":{"repo":"NousResearch/DeepEP","parent":"deepseek-ai/DeepEP"},"traction":{"github_stars":8,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/NousResearch/DeepEP","final_url":"https://github.com/NousResearch/DeepEP","title":"NousResearch/DeepEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:31.886382+00:00","bytes":38639,"raw_path":"acca4c3d1a19c7bd4b8fa4d5af8bae0350b3f4085a2f3073fb55d7729d730287.json","content_hash":"4a31c6660e37cd9428b935bc929a51b4d1d916a52e12b59e7488f4b6fc2fe36e","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/DeepEP Description: DeepEP: an efficient expert-parallel communication library Language: Cuda License: MIT Stars: 8 Forks: 1 Open issues: 0 Created: 2025-11-04T12:57:33Z Pushed: 2025-12-05T17:57:09Z Default branch: main Fork: yes Parent repository: deepseek-ai/DeepEP Archived: no README: DeepEP DeepEP is a communication library tailored for Mixture-of-Experts (MoE) and expert parallelism (EP). It provides high-throughput and low-latency all-to-all GPU kernels, which are also known as MoE dispatch and combine. The library also supports low-precision operations, including FP8. To align with the group-limited gating algorithm proposed in the [DeepSeek-V3](https://github.com/deepseek-ai/DeepSeek-V3) paper, DeepEP offers a set of kernels optimized for asymmetric-domain bandwidth forwarding, such as forwarding data from NVLink domain to RDMA domain. These kernels deliver high throughput, making them suitable for both training and inference prefilling tasks. Additionally, they support SM (Streaming Multiprocessors) number control. For latency-sensitive inference decoding, DeepEP includes a set of low-latency kernels with pure RDMA to minimize delays. The library also..."},"evidence_pages":[{"url":"https://github.com/NousResearch/DeepEP","final_url":"https://github.com/NousResearch/DeepEP","title":"NousResearch/DeepEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:31.886382+00:00","bytes":38639,"raw_path":"acca4c3d1a19c7bd4b8fa4d5af8bae0350b3f4085a2f3073fb55d7729d730287.json","content_hash":"4a31c6660e37cd9428b935bc929a51b4d1d916a52e12b59e7488f4b6fc2fe36e","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/DeepEP Description: DeepEP: an efficient expert-parallel communication library Language: Cuda License: MIT Stars: 8 Forks: 1 Open issues: 0 Created: 2025-11-04T12:57:33Z Pushed: 2025-12-05T17:57:09Z Default branch: main Fork: yes Parent repository: deepseek-ai/DeepEP Archived: no README: DeepEP DeepEP is a communication library tailored for Mixture-of-Experts (MoE) and expert parallelism (EP). It provides high-throughput and low-latency all-to-all GPU kernels, which are also known as MoE dispatch and combine. The library also supports low-precision operations, including FP8. To align with the group-limited gating algorithm proposed in the [DeepSeek-V3](https://github.com/deepseek-ai/DeepSeek-V3) paper, DeepEP offers a set of kernels optimized for asymmetric-domain bandwidth forwarding, such as forwarding data from NVLink domain to RDMA domain. These kernels deliver high throughput, making them suitable for both training and inference prefilling tasks. Additionally, they support SM (Streaming Multiprocessors) number control. For latency-sensitive inference decoding, DeepEP includes a set of low-latency kernels with pure RDMA to minimize delays. The library also..."}],"related_signals":[{"id":"007a4fd1-4440-4405-853a-0a96c587ccb2","url":"https://onlylabs.fyi/signals/007a4fd1-4440-4405-853a-0a96c587ccb2","source_url":"https://github.com/NousResearch/Automodel","title":"NousResearch/Automodel","context":"forked from NVIDIA-NeMo/Automodel","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:18:10+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"cded9ac1-e648-4965-8bda-97827b4128d0","url":"https://onlylabs.fyi/signals/cded9ac1-e648-4965-8bda-97827b4128d0","source_url":"https://github.com/NousResearch/Megatron-LM","title":"NousResearch/Megatron-LM","context":"forked from NVIDIA/Megatron-LM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:29+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a66f6267-7e1f-452a-8efd-640d342f9ce6","url":"https://onlylabs.fyi/signals/a66f6267-7e1f-452a-8efd-640d342f9ce6","source_url":"https://github.com/NousResearch/Megatron-Bridge","title":"NousResearch/Megatron-Bridge","context":"forked from NVIDIA-NeMo/Megatron-Bridge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:08+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","url":"https://onlylabs.fyi/signals/8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","source_url":"https://github.com/NousResearch/agent-governance-toolkit","title":"NousResearch/agent-governance-toolkit","context":"forked from microsoft/agent-governance-toolkit","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-10T22:34:18+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"b857381d-51f3-446f-9a61-234abaced3d1","url":"https://onlylabs.fyi/signals/b857381d-51f3-446f-9a61-234abaced3d1","source_url":"https://github.com/NousResearch/Nemotron","title":"NousResearch/Nemotron","context":"forked from NVIDIA-NeMo/Nemotron","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-27T14:08:47+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","url":"https://onlylabs.fyi/signals/a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","source_url":"https://github.com/NousResearch/NemoClaw","title":"NousResearch/NemoClaw","context":"forked from NVIDIA/NemoClaw","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-24T18:35:00+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"}]}