{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Fork: fw-ai/cutlass","description":"Fireworks AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a","json_url":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a/signal.json","generated_at":"2026-06-11T03:02:00.554278+00:00","org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/fireworks-ai","dossier_json_url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a","signal_json":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a/signal.json","source":"https://github.com/fw-ai/cutlass","lab_dossier":"https://onlylabs.fyi/labs/fireworks-ai","lab_dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/fireworks-ai","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/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":"Fireworks AI forked fw-ai/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 fw-ai/cutlass · parent NVIDIA/cutlass · Fork of existing repo, routine. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/fw-ai/cutlass","source_host":"github.com","occurred_at":"2024-09-09T17:47:04+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"forked from NVIDIA/cutlass"},"context_markers":[{"label":"Lab","value":"Fireworks AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"fw-ai/cutlass","source":"source"},{"label":"Parent","value":"NVIDIA/cutlass","source":"source"},{"label":"Notability","value":"Fork of existing repo, routine","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/fw-ai/cutlass"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:02:00.554278+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a/signal.json","dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/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/eab92735-6df1-4fcf-9210-8e9e5860489a/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/cutlass","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/fireworks-ai/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 Fireworks AI's fork signal \"fw-ai/cutlass\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/cutlass","text":"Fireworks AI forked fw-ai/cutlass."},{"subject":"fw-ai/cutlass","predicate":"is classified as","object":"fork signal","text":"fw-ai/cutlass is classified as fork signal."},{"subject":"fw-ai/cutlass","predicate":"belongs to","object":"forks desk","text":"fw-ai/cutlass belongs to forks desk."},{"subject":"fw-ai/cutlass","predicate":"has context","object":"forked from NVIDIA/cutlass","text":"fw-ai/cutlass has context forked from NVIDIA/cutlass."},{"subject":"fw-ai/cutlass","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/cutlass has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/cutlass","predicate":"has captured page count","object":"1","text":"fw-ai/cutlass has captured page count 1."},{"subject":"fw-ai/cutlass","predicate":"has readable page count","object":"1","text":"fw-ai/cutlass has readable page count 1."},{"subject":"fw-ai/cutlass","predicate":"has related signal count","object":"6","text":"fw-ai/cutlass has related signal count 6."},{"subject":"fw-ai/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":"fw-ai/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":"fw-ai/cutlass","predicate":"has source host","object":"github.com","text":"fw-ai/cutlass has source host github.com."},{"subject":"fw-ai/cutlass","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/cutlass has lab Fireworks AI."},{"subject":"fw-ai/cutlass","predicate":"has signal desk","object":"forks","text":"fw-ai/cutlass has signal desk forks."},{"subject":"fw-ai/cutlass","predicate":"has source host","object":"github.com","text":"fw-ai/cutlass has source host github.com."},{"subject":"fw-ai/cutlass","predicate":"has repository","object":"fw-ai/cutlass","text":"fw-ai/cutlass has repository fw-ai/cutlass."},{"subject":"fw-ai/cutlass","predicate":"has parent","object":"NVIDIA/cutlass","text":"fw-ai/cutlass has parent NVIDIA/cutlass."},{"subject":"fw-ai/cutlass","predicate":"has notability","object":"Fork of existing repo, routine","text":"fw-ai/cutlass has notability Fork of existing repo, routine."},{"subject":"fw-ai/cutlass","predicate":"has watch term","object":"Infrastructure","text":"fw-ai/cutlass has watch term Infrastructure."},{"subject":"fw-ai/cutlass","predicate":"has watch term","object":"Safety and alignment","text":"fw-ai/cutlass has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"forks","answer":"Fireworks AI forked fw-ai/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 fw-ai/cutlass · parent NVIDIA/cutlass · Fork of existing repo, routine. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/cutlass","text":"Fireworks AI forked fw-ai/cutlass."},{"subject":"fw-ai/cutlass","predicate":"is classified as","object":"fork signal","text":"fw-ai/cutlass is classified as fork signal."},{"subject":"fw-ai/cutlass","predicate":"belongs to","object":"forks desk","text":"fw-ai/cutlass belongs to forks desk."},{"subject":"fw-ai/cutlass","predicate":"has context","object":"forked from NVIDIA/cutlass","text":"fw-ai/cutlass has context forked from NVIDIA/cutlass."},{"subject":"fw-ai/cutlass","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/cutlass has evidence coverage 1 captured evidence page."}]},"signal":{"id":"eab92735-6df1-4fcf-9210-8e9e5860489a","url":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a","json_url":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a/signal.json","source_url":"https://github.com/fw-ai/cutlass","title":"fw-ai/cutlass","summary":"Fireworks AI 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":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-09-09T17:47:04+00:00","first_seen_at":"2026-06-05T22:32:07.992054+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/fw-ai/cutlass"]},"facets":{"repo":"fw-ai/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/fw-ai/cutlass","final_url":"https://github.com/fw-ai/cutlass","title":"fw-ai/cutlass repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:00.554278+00:00","bytes":49615,"raw_path":"9032326aa407b0e5bfaaaf77807ee641c1cccbbd67df754c1d493ff2edbc9aaf.json","content_hash":"3ab7d0fd4e9e7d19be9d69624bad6956f48e172046d816efe3d6f80b2816e8d0","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/cutlass Description: CUDA Templates for Linear Algebra Subroutines Language: C++ License: NOASSERTION Stars: 0 Forks: 0 Open issues: 0 Created: 2024-09-09T17:47:04Z Pushed: 2025-04-04T20:38:53Z 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\") CUTLASS 3.9.0 _CUTLASS 3.9.0 - March 2025_ CUTLASS is a collection of CUDA C++ template 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 similar to those used to implement cuBLAS and cuDNN. CUTLASS decomposes these \"moving parts\" into reusable, modular software components abstracted by C++ template classes. 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. To support a wide variety of applications, CUTLASS..."},"evidence_pages":[{"url":"https://github.com/fw-ai/cutlass","final_url":"https://github.com/fw-ai/cutlass","title":"fw-ai/cutlass repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:00.554278+00:00","bytes":49615,"raw_path":"9032326aa407b0e5bfaaaf77807ee641c1cccbbd67df754c1d493ff2edbc9aaf.json","content_hash":"3ab7d0fd4e9e7d19be9d69624bad6956f48e172046d816efe3d6f80b2816e8d0","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/cutlass Description: CUDA Templates for Linear Algebra Subroutines Language: C++ License: NOASSERTION Stars: 0 Forks: 0 Open issues: 0 Created: 2024-09-09T17:47:04Z Pushed: 2025-04-04T20:38:53Z 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\") CUTLASS 3.9.0 _CUTLASS 3.9.0 - March 2025_ CUTLASS is a collection of CUDA C++ template 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 similar to those used to implement cuBLAS and cuDNN. CUTLASS decomposes these \"moving parts\" into reusable, modular software components abstracted by C++ template classes. 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. To support a wide variety of applications, CUTLASS..."}],"related_signals":[{"id":"322fcebd-97f6-4e75-a3d6-097d673c0dc4","url":"https://onlylabs.fyi/signals/322fcebd-97f6-4e75-a3d6-097d673c0dc4","source_url":"https://github.com/fw-ai/safetensors","title":"fw-ai/safetensors","context":"forked from safetensors/safetensors","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-06-02T23:45:45+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"d2d8dd75-c212-408b-9201-c07833f17f5b","url":"https://onlylabs.fyi/signals/d2d8dd75-c212-408b-9201-c07833f17f5b","source_url":"https://github.com/fw-ai/triton","title":"fw-ai/triton","context":"forked from triton-lang/triton","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-03-17T23:07:43+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"f4f15245-e148-44e1-a2ce-d9bb30affcb2","url":"https://onlylabs.fyi/signals/f4f15245-e148-44e1-a2ce-d9bb30affcb2","source_url":"https://github.com/fw-ai/nixl","title":"fw-ai/nixl","context":"forked from ai-dynamo/nixl","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-01-09T21:55:48+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"375b5e8d-aceb-4979-946a-fe37d093240a","url":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a","source_url":"https://github.com/fw-ai/DeepEP","title":"fw-ai/DeepEP","context":"forked from deepseek-ai/DeepEP","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2025-06-06T21:48:44+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"39d882c8-ddfc-4360-8ae6-bf3333e32b70","url":"https://onlylabs.fyi/signals/39d882c8-ddfc-4360-8ae6-bf3333e32b70","source_url":"https://github.com/fw-ai/kaldi","title":"fw-ai/kaldi","context":"forked from kaldi-asr/kaldi","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-10-07T01:08:21+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"9c23b8f8-e9ed-45ad-b3bb-247a7f1533f8","url":"https://onlylabs.fyi/signals/9c23b8f8-e9ed-45ad-b3bb-247a7f1533f8","source_url":"https://github.com/fw-ai/alpaca_eval","title":"fw-ai/alpaca_eval","context":"forked from tatsu-lab/alpaca_eval","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-07-26T16:11:21+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"}]}