{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Fork: fw-ai/DeepEP","description":"Fireworks AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a","json_url":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a/signal.json","generated_at":"2026-06-11T02:54:09.940988+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/375b5e8d-aceb-4979-946a-fe37d093240a","signal_json":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a/signal.json","source":"https://github.com/fw-ai/DeepEP","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/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 fw-ai/DeepEP · parent deepseek-ai/DeepEP · Routine fork of a repo. 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/DeepEP","source_host":"github.com","occurred_at":"2025-06-06T21:48:44+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"forked from deepseek-ai/DeepEP"},"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/DeepEP","source":"source"},{"label":"Parent","value":"deepseek-ai/DeepEP","source":"source"},{"label":"Notability","value":"Routine fork of a repo","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/fw-ai/DeepEP"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:54:09.940988+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a/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/375b5e8d-aceb-4979-946a-fe37d093240a/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/DeepEP","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/DeepEP\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/DeepEP","text":"Fireworks AI forked fw-ai/DeepEP."},{"subject":"fw-ai/DeepEP","predicate":"is classified as","object":"fork signal","text":"fw-ai/DeepEP is classified as fork signal."},{"subject":"fw-ai/DeepEP","predicate":"belongs to","object":"forks desk","text":"fw-ai/DeepEP belongs to forks desk."},{"subject":"fw-ai/DeepEP","predicate":"has context","object":"forked from deepseek-ai/DeepEP","text":"fw-ai/DeepEP has context forked from deepseek-ai/DeepEP."},{"subject":"fw-ai/DeepEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/DeepEP has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/DeepEP","predicate":"has captured page count","object":"1","text":"fw-ai/DeepEP has captured page count 1."},{"subject":"fw-ai/DeepEP","predicate":"has readable page count","object":"1","text":"fw-ai/DeepEP has readable page count 1."},{"subject":"fw-ai/DeepEP","predicate":"has related signal count","object":"6","text":"fw-ai/DeepEP has related signal count 6."},{"subject":"fw-ai/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":"fw-ai/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":"fw-ai/DeepEP","predicate":"has source host","object":"github.com","text":"fw-ai/DeepEP has source host github.com."},{"subject":"fw-ai/DeepEP","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/DeepEP has lab Fireworks AI."},{"subject":"fw-ai/DeepEP","predicate":"has signal desk","object":"forks","text":"fw-ai/DeepEP has signal desk forks."},{"subject":"fw-ai/DeepEP","predicate":"has source host","object":"github.com","text":"fw-ai/DeepEP has source host github.com."},{"subject":"fw-ai/DeepEP","predicate":"has repository","object":"fw-ai/DeepEP","text":"fw-ai/DeepEP has repository fw-ai/DeepEP."},{"subject":"fw-ai/DeepEP","predicate":"has parent","object":"deepseek-ai/DeepEP","text":"fw-ai/DeepEP has parent deepseek-ai/DeepEP."},{"subject":"fw-ai/DeepEP","predicate":"has notability","object":"Routine fork of a repo","text":"fw-ai/DeepEP has notability Routine fork of a repo."},{"subject":"fw-ai/DeepEP","predicate":"has watch term","object":"Infrastructure","text":"fw-ai/DeepEP has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Fireworks AI forked fw-ai/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 fw-ai/DeepEP · parent deepseek-ai/DeepEP · Routine fork of a repo. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/DeepEP","text":"Fireworks AI forked fw-ai/DeepEP."},{"subject":"fw-ai/DeepEP","predicate":"is classified as","object":"fork signal","text":"fw-ai/DeepEP is classified as fork signal."},{"subject":"fw-ai/DeepEP","predicate":"belongs to","object":"forks desk","text":"fw-ai/DeepEP belongs to forks desk."},{"subject":"fw-ai/DeepEP","predicate":"has context","object":"forked from deepseek-ai/DeepEP","text":"fw-ai/DeepEP has context forked from deepseek-ai/DeepEP."},{"subject":"fw-ai/DeepEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/DeepEP has evidence coverage 1 captured evidence page."}]},"signal":{"id":"375b5e8d-aceb-4979-946a-fe37d093240a","url":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a","json_url":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a/signal.json","source_url":"https://github.com/fw-ai/DeepEP","title":"fw-ai/DeepEP","summary":"Fireworks AI 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":"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","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/DeepEP"]},"facets":{"repo":"fw-ai/DeepEP","parent":"deepseek-ai/DeepEP"},"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/DeepEP","final_url":"https://github.com/fw-ai/DeepEP","title":"fw-ai/DeepEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:09.940988+00:00","bytes":36748,"raw_path":"5359aa34ee47779074ef1e50b8001a6ebcf2683a4245aebbc6d233f0ce4e7f4b.json","content_hash":"d8e63c1afecdad1b7f80bc1aecb10fecf024e204635128def0faa19dcd22bb9a","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/DeepEP Description: DeepEP: an efficient expert-parallel communication library License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-06-06T21:48:44Z Pushed: 2025-06-06T09:39:51Z 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 introduces a hook-based..."},"evidence_pages":[{"url":"https://github.com/fw-ai/DeepEP","final_url":"https://github.com/fw-ai/DeepEP","title":"fw-ai/DeepEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:54:09.940988+00:00","bytes":36748,"raw_path":"5359aa34ee47779074ef1e50b8001a6ebcf2683a4245aebbc6d233f0ce4e7f4b.json","content_hash":"d8e63c1afecdad1b7f80bc1aecb10fecf024e204635128def0faa19dcd22bb9a","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/DeepEP Description: DeepEP: an efficient expert-parallel communication library License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-06-06T21:48:44Z Pushed: 2025-06-06T09:39:51Z 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 introduces a hook-based..."}],"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":"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":"eab92735-6df1-4fcf-9210-8e9e5860489a","url":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a","source_url":"https://github.com/fw-ai/cutlass","title":"fw-ai/cutlass","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"},{"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"}]}