{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Repo: fw-ai/benchmark","description":"Fireworks AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63","json_url":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63/signal.json","generated_at":"2026-06-11T04:10:32.629409+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/4838a8aa-6483-4dc3-985d-7691444f9b63","signal_json":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63/signal.json","source":"https://github.com/fw-ai/benchmark","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Fireworks AI published fw-ai/benchmark (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo fw-ai/benchmark · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/fw-ai/benchmark","source_host":"github.com","occurred_at":"2023-11-03T18:00:04+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Fireworks AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"fw-ai/benchmark","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"105","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/benchmark"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:32.629409+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/benchmark","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":null,"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 repo signal \"fw-ai/benchmark\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"published repo","object":"fw-ai/benchmark","text":"Fireworks AI published repo fw-ai/benchmark."},{"subject":"fw-ai/benchmark","predicate":"is classified as","object":"repo signal","text":"fw-ai/benchmark is classified as repo signal."},{"subject":"fw-ai/benchmark","predicate":"belongs to","object":"repos desk","text":"fw-ai/benchmark belongs to repos desk."},{"subject":"fw-ai/benchmark","predicate":"has context","object":"Python","text":"fw-ai/benchmark has context Python."},{"subject":"fw-ai/benchmark","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/benchmark has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/benchmark","predicate":"has captured page count","object":"1","text":"fw-ai/benchmark has captured page count 1."},{"subject":"fw-ai/benchmark","predicate":"has readable page count","object":"1","text":"fw-ai/benchmark has readable page count 1."},{"subject":"fw-ai/benchmark","predicate":"has related signal count","object":"6","text":"fw-ai/benchmark has related signal count 6."},{"subject":"fw-ai/benchmark","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"fw-ai/benchmark has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"fw-ai/benchmark","predicate":"has source host","object":"github.com","text":"fw-ai/benchmark has source host github.com."},{"subject":"fw-ai/benchmark","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/benchmark has lab Fireworks AI."},{"subject":"fw-ai/benchmark","predicate":"has signal desk","object":"repos","text":"fw-ai/benchmark has signal desk repos."},{"subject":"fw-ai/benchmark","predicate":"has source host","object":"github.com","text":"fw-ai/benchmark has source host github.com."},{"subject":"fw-ai/benchmark","predicate":"has repository","object":"fw-ai/benchmark","text":"fw-ai/benchmark has repository fw-ai/benchmark."},{"subject":"fw-ai/benchmark","predicate":"has language","object":"Python","text":"fw-ai/benchmark has language Python."},{"subject":"fw-ai/benchmark","predicate":"has stars","object":"105","text":"fw-ai/benchmark has stars 105."},{"subject":"fw-ai/benchmark","predicate":"has watch term","object":"Eval methodology","text":"fw-ai/benchmark has watch term Eval methodology."},{"subject":"fw-ai/benchmark","predicate":"has watch term","object":"Infrastructure","text":"fw-ai/benchmark has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Fireworks AI published fw-ai/benchmark (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo fw-ai/benchmark · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"published repo","object":"fw-ai/benchmark","text":"Fireworks AI published repo fw-ai/benchmark."},{"subject":"fw-ai/benchmark","predicate":"is classified as","object":"repo signal","text":"fw-ai/benchmark is classified as repo signal."},{"subject":"fw-ai/benchmark","predicate":"belongs to","object":"repos desk","text":"fw-ai/benchmark belongs to repos desk."},{"subject":"fw-ai/benchmark","predicate":"has context","object":"Python","text":"fw-ai/benchmark has context Python."},{"subject":"fw-ai/benchmark","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/benchmark has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4838a8aa-6483-4dc3-985d-7691444f9b63","url":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63","json_url":"https://onlylabs.fyi/signals/4838a8aa-6483-4dc3-985d-7691444f9b63/signal.json","source_url":"https://github.com/fw-ai/benchmark","title":"fw-ai/benchmark","summary":"Fireworks AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks 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