{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Fork: fw-ai/tokenspeed","description":"Fireworks AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5","json_url":"https://onlylabs.fyi/signals/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5/signal.json","generated_at":"2026-07-26T18:49:24.765Z","evidence_latest_fetched_at":"2026-07-09T07:01:29.579778+00:00","signal_first_seen_at":"2026-07-09T07:00:51.011257+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/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5","signal_json":"https://onlylabs.fyi/signals/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5/signal.json","source":"https://github.com/fw-ai/tokenspeed","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/tokenspeed (forked from lightseekorg/tokenspeed). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo fw-ai/tokenspeed · parent lightseekorg/tokenspeed. 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/tokenspeed","source_host":"github.com","occurred_at":"2026-07-08T19:51:48+00:00","first_seen_at":"2026-07-09T07:00:51.011257+00:00","date_source":"source","context":"forked from lightseekorg/tokenspeed"},"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/tokenspeed","source":"source"},{"label":"Parent","value":"lightseekorg/tokenspeed","source":"source"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/tokenspeed"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-09T07:01:29.579778+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5/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/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/tokenspeed","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/tokenspeed\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/tokenspeed","text":"Fireworks AI forked fw-ai/tokenspeed."},{"subject":"fw-ai/tokenspeed","predicate":"is classified as","object":"fork signal","text":"fw-ai/tokenspeed is classified as fork signal."},{"subject":"fw-ai/tokenspeed","predicate":"belongs to","object":"forks desk","text":"fw-ai/tokenspeed belongs to forks desk."},{"subject":"fw-ai/tokenspeed","predicate":"has context","object":"forked from lightseekorg/tokenspeed","text":"fw-ai/tokenspeed has context forked from lightseekorg/tokenspeed."},{"subject":"fw-ai/tokenspeed","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/tokenspeed has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/tokenspeed","predicate":"has captured page count","object":"1","text":"fw-ai/tokenspeed has captured page count 1."},{"subject":"fw-ai/tokenspeed","predicate":"has readable page count","object":"1","text":"fw-ai/tokenspeed has readable page count 1."},{"subject":"fw-ai/tokenspeed","predicate":"has related signal count","object":"6","text":"fw-ai/tokenspeed has related signal count 6."},{"subject":"fw-ai/tokenspeed","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/tokenspeed 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/tokenspeed","predicate":"has source host","object":"github.com","text":"fw-ai/tokenspeed has source host github.com."},{"subject":"fw-ai/tokenspeed","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/tokenspeed has lab Fireworks AI."},{"subject":"fw-ai/tokenspeed","predicate":"has signal desk","object":"forks","text":"fw-ai/tokenspeed has signal desk forks."},{"subject":"fw-ai/tokenspeed","predicate":"has source host","object":"github.com","text":"fw-ai/tokenspeed has source host github.com."},{"subject":"fw-ai/tokenspeed","predicate":"has repository","object":"fw-ai/tokenspeed","text":"fw-ai/tokenspeed has repository fw-ai/tokenspeed."},{"subject":"fw-ai/tokenspeed","predicate":"has parent","object":"lightseekorg/tokenspeed","text":"fw-ai/tokenspeed has parent lightseekorg/tokenspeed."},{"subject":"fw-ai/tokenspeed","predicate":"has watch term","object":"Data pipeline","text":"fw-ai/tokenspeed has watch term Data pipeline."},{"subject":"fw-ai/tokenspeed","predicate":"has watch term","object":"Infrastructure","text":"fw-ai/tokenspeed has watch term Infrastructure."},{"subject":"fw-ai/tokenspeed","predicate":"has watch term","object":"Agents and tool use","text":"fw-ai/tokenspeed has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"forks","answer":"Fireworks AI forked fw-ai/tokenspeed (forked from lightseekorg/tokenspeed). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo fw-ai/tokenspeed · parent lightseekorg/tokenspeed. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/tokenspeed","text":"Fireworks AI forked fw-ai/tokenspeed."},{"subject":"fw-ai/tokenspeed","predicate":"is classified as","object":"fork signal","text":"fw-ai/tokenspeed is classified as fork signal."},{"subject":"fw-ai/tokenspeed","predicate":"belongs to","object":"forks desk","text":"fw-ai/tokenspeed belongs to forks desk."},{"subject":"fw-ai/tokenspeed","predicate":"has context","object":"forked from lightseekorg/tokenspeed","text":"fw-ai/tokenspeed has context forked from lightseekorg/tokenspeed."},{"subject":"fw-ai/tokenspeed","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/tokenspeed has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3bf7064b-6e24-4a88-92e1-0bedb63e3ec5","url":"https://onlylabs.fyi/signals/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5","json_url":"https://onlylabs.fyi/signals/3bf7064b-6e24-4a88-92e1-0bedb63e3ec5/signal.json","source_url":"https://github.com/fw-ai/tokenspeed","title":"fw-ai/tokenspeed","summary":"Fireworks AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from lightseekorg/tokenspeed","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-07-08T19:51:48+00:00","first_seen_at":"2026-07-09T07:00:51.011257+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/tokenspeed"]},"facets":{"repo":"fw-ai/tokenspeed","parent":"lightseekorg/tokenspeed"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/fw-ai/tokenspeed","final_url":"https://github.com/fw-ai/tokenspeed","title":"fw-ai/tokenspeed repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-09T07:01:29.579778+00:00","bytes":23150,"raw_path":"ad8c4947baa5f2beafb1d7bb212cf585a03586a822ff81878a3fcaa2fac2ef8e.json","content_hash":"ddac26fffe757ec756cdd0fbadc226c184b4a0f13d89d837797fc6f17a885951","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/tokenspeed Description: TokenSpeed is a speed-of-light LLM inference engine. License: MIT Stars: 0 Forks: 0 Open issues: 1 Created: 2026-07-08T19:51:48Z Pushed: 2026-07-08T20:02:24Z Default branch: main Fork: yes Parent repository: lightseekorg/tokenspeed Archived: no README: TokenSpeed is a speed-of-light LLM inference engine designed for **agentic workloads**, with TensorRT-LLM-level performance and vLLM-level usability. Our goal is to be the most performant inference engine for production agentic workloads. Core components: - **Modeling layer**: local-SPMD design with a static compiler that generates collective communication from module-boundary placement annotations, so users do not hand-write parallelism logic. - **Scheduler**: C++ control plane and Python execution plane. Request lifecycle, KV cache ownership, and overlap timing are encoded as a finite-state machine, with safe KV resource reuse enforced by the type system at compile time. - **Kernels**: pluggable, layered kernel system with a portable public API and a centralized registry including one of the fastest **MLA** (Multi-head Latent Attention) implementations on Blackwell for agentic workload. -..."},"evidence_pages":[],"related_signals":[{"id":"cbf37c8d-6826-4dc3-b8b2-266e2bf77784","url":"https://onlylabs.fyi/signals/cbf37c8d-6826-4dc3-b8b2-266e2bf77784","source_url":"https://github.com/fw-ai/DeepGEMM","title":"fw-ai/DeepGEMM","context":"forked from deepseek-ai/DeepGEMM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-06-26T03:26:53+00:00","first_seen_at":"2026-06-26T07:00:50.575762+00:00","date_source":"source"},{"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"}]}