{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Fork: friendliai/cutlass","description":"FriendliAI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432","json_url":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432/signal.json","generated_at":"2026-06-11T02:54:04.810512+00:00","org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/friendliai","dossier_json_url":"https://onlylabs.fyi/labs/friendliai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432","signal_json":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432/signal.json","source":"https://github.com/friendliai/cutlass","lab_dossier":"https://onlylabs.fyi/labs/friendliai","lab_dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis":"https://onlylabs.fyi/analysis/friendliai","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"FriendliAI forked friendliai/cutlass (forked from NVIDIA/cutlass). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo friendliai/cutlass · parent NVIDIA/cutlass · Routine fork of existing library. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/friendliai/cutlass","source_host":"github.com","occurred_at":"2025-07-08T10:38:38+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"forked from NVIDIA/cutlass"},"context_markers":[{"label":"Lab","value":"FriendliAI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"friendliai/cutlass","source":"source"},{"label":"Parent","value":"NVIDIA/cutlass","source":"source"},{"label":"Notability","value":"Routine fork of existing library","source":"signal"},{"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/friendliai/cutlass"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:54:04.810512+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432/signal.json","dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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/86fd025d-b8fd-4932-b5ac-5beee1dd6432/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/cutlass","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/friendliai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/friendliai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 FriendliAI's fork signal \"friendliai/cutlass\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"forked","object":"friendliai/cutlass","text":"FriendliAI forked friendliai/cutlass."},{"subject":"friendliai/cutlass","predicate":"is classified as","object":"fork signal","text":"friendliai/cutlass is classified as fork signal."},{"subject":"friendliai/cutlass","predicate":"belongs to","object":"forks desk","text":"friendliai/cutlass belongs to forks desk."},{"subject":"friendliai/cutlass","predicate":"has context","object":"forked from NVIDIA/cutlass","text":"friendliai/cutlass has context forked from NVIDIA/cutlass."},{"subject":"friendliai/cutlass","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/cutlass has evidence coverage 1 captured evidence page."},{"subject":"friendliai/cutlass","predicate":"has captured page count","object":"1","text":"friendliai/cutlass has captured page count 1."},{"subject":"friendliai/cutlass","predicate":"has readable page count","object":"1","text":"friendliai/cutlass has readable page count 1."},{"subject":"friendliai/cutlass","predicate":"has related signal count","object":"6","text":"friendliai/cutlass has related signal count 6."},{"subject":"friendliai/cutlass","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":"friendliai/cutlass 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":"friendliai/cutlass","predicate":"has source host","object":"github.com","text":"friendliai/cutlass has source host github.com."},{"subject":"friendliai/cutlass","predicate":"has lab","object":"FriendliAI","text":"friendliai/cutlass has lab FriendliAI."},{"subject":"friendliai/cutlass","predicate":"has signal desk","object":"forks","text":"friendliai/cutlass has signal desk forks."},{"subject":"friendliai/cutlass","predicate":"has source host","object":"github.com","text":"friendliai/cutlass has source host github.com."},{"subject":"friendliai/cutlass","predicate":"has repository","object":"friendliai/cutlass","text":"friendliai/cutlass has repository friendliai/cutlass."},{"subject":"friendliai/cutlass","predicate":"has parent","object":"NVIDIA/cutlass","text":"friendliai/cutlass has parent NVIDIA/cutlass."},{"subject":"friendliai/cutlass","predicate":"has notability","object":"Routine fork of existing library","text":"friendliai/cutlass has notability Routine fork of existing library."},{"subject":"friendliai/cutlass","predicate":"has watch term","object":"Infrastructure","text":"friendliai/cutlass has watch term Infrastructure."},{"subject":"friendliai/cutlass","predicate":"has watch term","object":"Safety and alignment","text":"friendliai/cutlass has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"forks","answer":"FriendliAI forked friendliai/cutlass (forked from NVIDIA/cutlass). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo friendliai/cutlass · parent NVIDIA/cutlass · Routine fork of existing library. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"forked","object":"friendliai/cutlass","text":"FriendliAI forked friendliai/cutlass."},{"subject":"friendliai/cutlass","predicate":"is classified as","object":"fork signal","text":"friendliai/cutlass is classified as fork signal."},{"subject":"friendliai/cutlass","predicate":"belongs to","object":"forks desk","text":"friendliai/cutlass belongs to forks desk."},{"subject":"friendliai/cutlass","predicate":"has context","object":"forked from NVIDIA/cutlass","text":"friendliai/cutlass has context forked from NVIDIA/cutlass."},{"subject":"friendliai/cutlass","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/cutlass has evidence coverage 1 captured evidence page."}]},"signal":{"id":"86fd025d-b8fd-4932-b5ac-5beee1dd6432","url":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432","json_url":"https://onlylabs.fyi/signals/86fd025d-b8fd-4932-b5ac-5beee1dd6432/signal.json","source_url":"https://github.com/friendliai/cutlass","title":"friendliai/cutlass","summary":"FriendliAI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from NVIDIA/cutlass","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-07-08T10:38:38+00:00","first_seen_at":"2026-06-05T22:32:12.597479+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/friendliai/cutlass"]},"facets":{"repo":"friendliai/cutlass","parent":"NVIDIA/cutlass"},"traction":{"github_stars":0,"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/friendliai/cutlass","final_url":"https://github.com/friendliai/cutlass","title":"friendliai/cutlass repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:04.810512+00:00","bytes":49792,"raw_path":"0c6af4d9ca09d49b1dbaa78b7f10950bec715ca325506f24ff7526057f58e0a6.json","content_hash":"2a1191efac6e5b637c0eef8781824239044ba7c91f56693fe135fa3e1fa42299","excerpt_chars":1200,"truncated":true,"excerpt":"friendliai/cutlass Description: CUDA Templates for Linear Algebra Subroutines License: NOASSERTION Stars: 0 Forks: 0 Open issues: 0 Created: 2025-07-08T10:38:38Z Pushed: 2025-07-06T12:49:22Z Default branch: main Fork: yes Parent repository: NVIDIA/cutlass Archived: no README: ![ALT](./media/images/gemm-hierarchy-with-epilogue-no-labels.png \"Complete CUDA GEMM decomposition\") Overview CUTLASS 4.1.0 _CUTLASS 4.1.0 - July 2025_ CUTLASS is a collection of abstractions for implementing high-performance matrix-matrix multiplication (GEMM) and related computations at all levels and scales within CUDA. It incorporates strategies for hierarchical decomposition and data movement. CUTLASS decomposes these \"moving parts\" into reusable, modular software components and abstractions. Primitives for different levels of a conceptual parallelization hierarchy can be specialized and tuned via custom tiling sizes, data types, and other algorithmic policy. The resulting flexibility simplifies their use as building blocks within custom kernels and applications. CUTLASS has been providing CUDA C++ template abstractions for high-performance linear algebra since 2017 and these abstractions provide..."},"evidence_pages":[{"url":"https://github.com/friendliai/cutlass","final_url":"https://github.com/friendliai/cutlass","title":"friendliai/cutlass repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:04.810512+00:00","bytes":49792,"raw_path":"0c6af4d9ca09d49b1dbaa78b7f10950bec715ca325506f24ff7526057f58e0a6.json","content_hash":"2a1191efac6e5b637c0eef8781824239044ba7c91f56693fe135fa3e1fa42299","excerpt_chars":1200,"truncated":true,"excerpt":"friendliai/cutlass Description: CUDA Templates for Linear Algebra Subroutines License: NOASSERTION Stars: 0 Forks: 0 Open issues: 0 Created: 2025-07-08T10:38:38Z Pushed: 2025-07-06T12:49:22Z Default branch: main Fork: yes Parent repository: NVIDIA/cutlass Archived: no README: ![ALT](./media/images/gemm-hierarchy-with-epilogue-no-labels.png \"Complete CUDA GEMM decomposition\") Overview CUTLASS 4.1.0 _CUTLASS 4.1.0 - July 2025_ CUTLASS is a collection of abstractions for implementing high-performance matrix-matrix multiplication (GEMM) and related computations at all levels and scales within CUDA. It incorporates strategies for hierarchical decomposition and data movement. CUTLASS decomposes these \"moving parts\" into reusable, modular software components and abstractions. Primitives for different levels of a conceptual parallelization hierarchy can be specialized and tuned via custom tiling sizes, data types, and other algorithmic policy. The resulting flexibility simplifies their use as building blocks within custom kernels and applications. CUTLASS has been providing CUDA C++ template abstractions for high-performance linear algebra since 2017 and these abstractions provide..."}],"related_signals":[{"id":"d5e8b4cc-440a-4fc4-9405-5a35a619d275","url":"https://onlylabs.fyi/signals/d5e8b4cc-440a-4fc4-9405-5a35a619d275","source_url":"https://github.com/friendliai/pi-mono","title":"friendliai/pi-mono","context":"forked from earendil-works/pi","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-02-23T21:55:32+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"83de12a5-7e2d-4487-870a-293656ca217d","url":"https://onlylabs.fyi/signals/83de12a5-7e2d-4487-870a-293656ca217d","source_url":"https://github.com/friendliai/opencode","title":"friendliai/opencode","context":"forked from anomalyco/opencode","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-12-27T06:34:52+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"c37c2c73-15a9-4af6-a642-31cdfd565eb4","url":"https://onlylabs.fyi/signals/c37c2c73-15a9-4af6-a642-31cdfd565eb4","source_url":"https://github.com/friendliai/models.dev","title":"friendliai/models.dev","context":"forked from anomalyco/models.dev","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-12-23T06:50:56+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"82b51659-b649-4121-af58-1e3781cbf4dc","url":"https://onlylabs.fyi/signals/82b51659-b649-4121-af58-1e3781cbf4dc","source_url":"https://github.com/friendliai/flashinfer","title":"friendliai/flashinfer","context":"forked from flashinfer-ai/flashinfer","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-07-09T05:28:48+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"5f07edc7-9971-435b-b270-39a4a2db224b","url":"https://onlylabs.fyi/signals/5f07edc7-9971-435b-b270-39a4a2db224b","source_url":"https://github.com/friendliai/tokasaurus","title":"friendliai/tokasaurus","context":"forked from ScalingIntelligence/tokasaurus","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-06-06T10:14:59+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"61a9ff48-be99-45ec-98bf-afd9a468f643","url":"https://onlylabs.fyi/signals/61a9ff48-be99-45ec-98bf-afd9a468f643","source_url":"https://github.com/friendliai/TensorRT-LLM","title":"friendliai/TensorRT-LLM","context":"forked from NVIDIA/TensorRT-LLM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-05-23T09:13:35+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"}]}