{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Repo: fw-ai/ai-starter-kits","description":"Fireworks AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62","json_url":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62/signal.json","generated_at":"2026-06-11T04:10:14.001807+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/e8a113ca-0e46-4e3f-8c26-510c74395d62","signal_json":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62/signal.json","source":"https://github.com/fw-ai/ai-starter-kits","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/ai-starter-kits (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/ai-starter-kits · language Python · Very low stars, routine repo. 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/ai-starter-kits","source_host":"github.com","occurred_at":"2024-08-12T15:06:41+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/ai-starter-kits","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"6","source":"traction"},{"label":"Notability","value":"Very low stars, routine repo","source":"signal"},{"label":"Watch term","value":"Data pipeline","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/ai-starter-kits"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:14.001807+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62/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/e8a113ca-0e46-4e3f-8c26-510c74395d62/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/ai-starter-kits","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/ai-starter-kits\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"published repo","object":"fw-ai/ai-starter-kits","text":"Fireworks AI published repo fw-ai/ai-starter-kits."},{"subject":"fw-ai/ai-starter-kits","predicate":"is classified as","object":"repo signal","text":"fw-ai/ai-starter-kits is classified as repo signal."},{"subject":"fw-ai/ai-starter-kits","predicate":"belongs to","object":"repos desk","text":"fw-ai/ai-starter-kits belongs to repos desk."},{"subject":"fw-ai/ai-starter-kits","predicate":"has context","object":"Python","text":"fw-ai/ai-starter-kits has context Python."},{"subject":"fw-ai/ai-starter-kits","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/ai-starter-kits has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/ai-starter-kits","predicate":"has captured page count","object":"1","text":"fw-ai/ai-starter-kits has captured page count 1."},{"subject":"fw-ai/ai-starter-kits","predicate":"has readable page count","object":"1","text":"fw-ai/ai-starter-kits has readable page count 1."},{"subject":"fw-ai/ai-starter-kits","predicate":"has related signal count","object":"6","text":"fw-ai/ai-starter-kits has related signal count 6."},{"subject":"fw-ai/ai-starter-kits","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/ai-starter-kits 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/ai-starter-kits","predicate":"has source host","object":"github.com","text":"fw-ai/ai-starter-kits has source host github.com."},{"subject":"fw-ai/ai-starter-kits","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/ai-starter-kits has lab Fireworks AI."},{"subject":"fw-ai/ai-starter-kits","predicate":"has signal desk","object":"repos","text":"fw-ai/ai-starter-kits has signal desk repos."},{"subject":"fw-ai/ai-starter-kits","predicate":"has source host","object":"github.com","text":"fw-ai/ai-starter-kits has source host github.com."},{"subject":"fw-ai/ai-starter-kits","predicate":"has repository","object":"fw-ai/ai-starter-kits","text":"fw-ai/ai-starter-kits has repository fw-ai/ai-starter-kits."},{"subject":"fw-ai/ai-starter-kits","predicate":"has language","object":"Python","text":"fw-ai/ai-starter-kits has language Python."},{"subject":"fw-ai/ai-starter-kits","predicate":"has stars","object":"6","text":"fw-ai/ai-starter-kits has stars 6."},{"subject":"fw-ai/ai-starter-kits","predicate":"has notability","object":"Very low stars, routine repo","text":"fw-ai/ai-starter-kits has notability Very low stars, routine repo."},{"subject":"fw-ai/ai-starter-kits","predicate":"has watch term","object":"Data pipeline","text":"fw-ai/ai-starter-kits has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Fireworks AI published fw-ai/ai-starter-kits (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/ai-starter-kits · language Python · Very low stars, routine repo. 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/ai-starter-kits","text":"Fireworks AI published repo fw-ai/ai-starter-kits."},{"subject":"fw-ai/ai-starter-kits","predicate":"is classified as","object":"repo signal","text":"fw-ai/ai-starter-kits is classified as repo signal."},{"subject":"fw-ai/ai-starter-kits","predicate":"belongs to","object":"repos desk","text":"fw-ai/ai-starter-kits belongs to repos desk."},{"subject":"fw-ai/ai-starter-kits","predicate":"has context","object":"Python","text":"fw-ai/ai-starter-kits has context Python."},{"subject":"fw-ai/ai-starter-kits","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/ai-starter-kits has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e8a113ca-0e46-4e3f-8c26-510c74395d62","url":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62","json_url":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62/signal.json","source_url":"https://github.com/fw-ai/ai-starter-kits","title":"fw-ai/ai-starter-kits","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 AI","category":"neocloud"},"occurred_at":"2024-08-12T15:06:41+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/ai-starter-kits"]},"facets":{"repo":"fw-ai/ai-starter-kits","language":"Python"},"traction":{"github_stars":6,"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/ai-starter-kits","final_url":"https://github.com/fw-ai/ai-starter-kits","title":"fw-ai/ai-starter-kits repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:14.001807+00:00","bytes":7727,"raw_path":"db28d89b0f5ae3cd408e02127c8ac1560ff03e09d8c81157ff6dca3a10da12f3.json","content_hash":"01c63d0914b889cd4528bafba60d70accb596584f84bd515d60ba187e0e0a075","excerpt_chars":1200,"truncated":false,"excerpt":"fw-ai/ai-starter-kits Description: AI App Starter Templates - ChatBots, Summarisers and more! 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