{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Fork: NousResearch/Liger-Kernel","description":"Nous Research fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4d5d3179-d6d1-4121-9df6-fe42ee3875ae","json_url":"https://onlylabs.fyi/signals/4d5d3179-d6d1-4121-9df6-fe42ee3875ae/signal.json","generated_at":"2026-06-11T02:53:50.259631+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/4d5d3179-d6d1-4121-9df6-fe42ee3875ae","signal_json":"https://onlylabs.fyi/signals/4d5d3179-d6d1-4121-9df6-fe42ee3875ae/signal.json","source":"https://github.com/NousResearch/Liger-Kernel","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/Liger-Kernel (forked from linkedin/Liger-Kernel). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/Liger-Kernel · parent linkedin/Liger-Kernel · Trivial fork with 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/Liger-Kernel","source_host":"github.com","occurred_at":"2025-10-15T15:54:49+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"forked from linkedin/Liger-Kernel"},"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/Liger-Kernel","source":"source"},{"label":"Parent","value":"linkedin/Liger-Kernel","source":"source"},{"label":"Stars","value":"5","source":"traction"},{"label":"Notability","value":"Trivial fork with minimal traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/NousResearch/Liger-Kernel"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:50.259631+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4d5d3179-d6d1-4121-9df6-fe42ee3875ae/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/4d5d3179-d6d1-4121-9df6-fe42ee3875ae/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/Liger-Kernel","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/Liger-Kernel\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/Liger-Kernel","text":"Nous Research forked NousResearch/Liger-Kernel."},{"subject":"NousResearch/Liger-Kernel","predicate":"is classified as","object":"fork signal","text":"NousResearch/Liger-Kernel is classified as fork signal."},{"subject":"NousResearch/Liger-Kernel","predicate":"belongs to","object":"forks desk","text":"NousResearch/Liger-Kernel belongs to forks desk."},{"subject":"NousResearch/Liger-Kernel","predicate":"has context","object":"forked from linkedin/Liger-Kernel","text":"NousResearch/Liger-Kernel has context forked from linkedin/Liger-Kernel."},{"subject":"NousResearch/Liger-Kernel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/Liger-Kernel has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/Liger-Kernel","predicate":"has captured page count","object":"1","text":"NousResearch/Liger-Kernel has captured page count 1."},{"subject":"NousResearch/Liger-Kernel","predicate":"has readable page count","object":"1","text":"NousResearch/Liger-Kernel has readable page count 1."},{"subject":"NousResearch/Liger-Kernel","predicate":"has related signal count","object":"6","text":"NousResearch/Liger-Kernel has related signal count 6."},{"subject":"NousResearch/Liger-Kernel","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/Liger-Kernel 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/Liger-Kernel","predicate":"has source host","object":"github.com","text":"NousResearch/Liger-Kernel has source host github.com."},{"subject":"NousResearch/Liger-Kernel","predicate":"has lab","object":"Nous Research","text":"NousResearch/Liger-Kernel has lab Nous Research."},{"subject":"NousResearch/Liger-Kernel","predicate":"has signal desk","object":"forks","text":"NousResearch/Liger-Kernel has signal desk forks."},{"subject":"NousResearch/Liger-Kernel","predicate":"has source host","object":"github.com","text":"NousResearch/Liger-Kernel has source host github.com."},{"subject":"NousResearch/Liger-Kernel","predicate":"has repository","object":"NousResearch/Liger-Kernel","text":"NousResearch/Liger-Kernel has repository NousResearch/Liger-Kernel."},{"subject":"NousResearch/Liger-Kernel","predicate":"has parent","object":"linkedin/Liger-Kernel","text":"NousResearch/Liger-Kernel has parent linkedin/Liger-Kernel."},{"subject":"NousResearch/Liger-Kernel","predicate":"has stars","object":"5","text":"NousResearch/Liger-Kernel has stars 5."},{"subject":"NousResearch/Liger-Kernel","predicate":"has notability","object":"Trivial fork with minimal traction","text":"NousResearch/Liger-Kernel has notability Trivial fork with minimal traction."},{"subject":"NousResearch/Liger-Kernel","predicate":"has watch term","object":"Eval methodology","text":"NousResearch/Liger-Kernel has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Nous Research forked NousResearch/Liger-Kernel (forked from linkedin/Liger-Kernel). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/Liger-Kernel · parent linkedin/Liger-Kernel · Trivial fork with 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/Liger-Kernel","text":"Nous Research forked NousResearch/Liger-Kernel."},{"subject":"NousResearch/Liger-Kernel","predicate":"is classified as","object":"fork signal","text":"NousResearch/Liger-Kernel is classified as fork signal."},{"subject":"NousResearch/Liger-Kernel","predicate":"belongs to","object":"forks desk","text":"NousResearch/Liger-Kernel belongs to forks desk."},{"subject":"NousResearch/Liger-Kernel","predicate":"has context","object":"forked from linkedin/Liger-Kernel","text":"NousResearch/Liger-Kernel has context forked from linkedin/Liger-Kernel."},{"subject":"NousResearch/Liger-Kernel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/Liger-Kernel has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4d5d3179-d6d1-4121-9df6-fe42ee3875ae","url":"https://onlylabs.fyi/signals/4d5d3179-d6d1-4121-9df6-fe42ee3875ae","json_url":"https://onlylabs.fyi/signals/4d5d3179-d6d1-4121-9df6-fe42ee3875ae/signal.json","source_url":"https://github.com/NousResearch/Liger-Kernel","title":"NousResearch/Liger-Kernel","summary":"Nous Research forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from linkedin/Liger-Kernel","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-10-15T15:54:49+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/Liger-Kernel"]},"facets":{"repo":"NousResearch/Liger-Kernel","parent":"linkedin/Liger-Kernel"},"traction":{"github_stars":5,"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/Liger-Kernel","final_url":"https://github.com/NousResearch/Liger-Kernel","title":"NousResearch/Liger-Kernel repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:50.259631+00:00","bytes":41711,"raw_path":"4cedcb6d3d6ca75b6b6e8ef4e497a934dab8c5bcbd00c15f58ebb7d5c9d02d99.json","content_hash":"87af25e54c6bdd34f53f8f55039ceab6b1904bc888741b04eb0f188d55bcd36b","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/Liger-Kernel Description: Efficient Triton Kernels for LLM Training License: BSD-2-Clause Stars: 5 Forks: 2 Open issues: 0 Created: 2025-10-15T15:54:49Z Pushed: 2025-10-16T02:57:26Z Default branch: main Fork: yes Parent repository: linkedin/Liger-Kernel Archived: no README: <a name=\"readme-top\"></a> Liger Kernel: Efficient Triton Kernels for LLM Training <table style=\"width: 100%; text-align: center; border-collapse: collapse;\"> <tr> <th style=\"padding: 10px;\" colspan=\"2\">Stable</th> <th style=\"padding: 10px;\" colspan=\"2\">Nightly</th> <th style=\"padding: 10px;\">Discord</th> </tr> <tr> <td style=\"padding: 10px;\"> <a href=\"https://pepy.tech/project/liger-kernel\"> <img src=\"https://static.pepy.tech/badge/liger-kernel\" alt=\"Downloads (Stable)\"> </a> </td> <td style=\"padding: 10px;\"> <a href=\"https://pypi.org/project/liger-kernel\"> <img alt=\"PyPI - Version\" src=\"https://img.shields.io/pypi/v/liger-kernel?color=green\"> </a> </td> <td style=\"padding: 10px;\"> <a href=\"https://pepy.tech/project/liger-kernel-nightly\"> <img src=\"https://static.pepy.tech/badge/liger-kernel-nightly\" alt=\"Downloads (Nightly)\"> </a> </td> <td style=\"padding: 10px;\"> <a..."},"evidence_pages":[{"url":"https://github.com/NousResearch/Liger-Kernel","final_url":"https://github.com/NousResearch/Liger-Kernel","title":"NousResearch/Liger-Kernel repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:50.259631+00:00","bytes":41711,"raw_path":"4cedcb6d3d6ca75b6b6e8ef4e497a934dab8c5bcbd00c15f58ebb7d5c9d02d99.json","content_hash":"87af25e54c6bdd34f53f8f55039ceab6b1904bc888741b04eb0f188d55bcd36b","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/Liger-Kernel Description: Efficient Triton Kernels for LLM Training License: BSD-2-Clause Stars: 5 Forks: 2 Open issues: 0 Created: 2025-10-15T15:54:49Z Pushed: 2025-10-16T02:57:26Z Default branch: main Fork: yes Parent repository: linkedin/Liger-Kernel Archived: no README: <a name=\"readme-top\"></a> Liger Kernel: Efficient Triton Kernels for LLM Training <table style=\"width: 100%; text-align: center; border-collapse: collapse;\"> <tr> <th style=\"padding: 10px;\" colspan=\"2\">Stable</th> <th style=\"padding: 10px;\" colspan=\"2\">Nightly</th> <th style=\"padding: 10px;\">Discord</th> </tr> <tr> <td style=\"padding: 10px;\"> <a href=\"https://pepy.tech/project/liger-kernel\"> <img src=\"https://static.pepy.tech/badge/liger-kernel\" alt=\"Downloads (Stable)\"> </a> </td> <td style=\"padding: 10px;\"> <a href=\"https://pypi.org/project/liger-kernel\"> <img alt=\"PyPI - Version\" src=\"https://img.shields.io/pypi/v/liger-kernel?color=green\"> </a> </td> <td style=\"padding: 10px;\"> <a href=\"https://pepy.tech/project/liger-kernel-nightly\"> <img src=\"https://static.pepy.tech/badge/liger-kernel-nightly\" alt=\"Downloads (Nightly)\"> </a> </td> <td style=\"padding: 10px;\"> <a..."}],"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"}]}