{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Repo: fw-ai/cookbook","description":"Fireworks AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/bfff069e-cefe-4f40-a50d-3a1015e26cf3","json_url":"https://onlylabs.fyi/signals/bfff069e-cefe-4f40-a50d-3a1015e26cf3/signal.json","generated_at":"2026-06-11T04:10:32.29326+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/bfff069e-cefe-4f40-a50d-3a1015e26cf3","signal_json":"https://onlylabs.fyi/signals/bfff069e-cefe-4f40-a50d-3a1015e26cf3/signal.json","source":"https://github.com/fw-ai/cookbook","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/cookbook (Jupyter Notebook). 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/cookbook · language Jupyter Notebook. 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/cookbook","source_host":"github.com","occurred_at":"2023-08-12T19:20:11+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"Jupyter Notebook"},"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/cookbook","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"163","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","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/cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:10:32.29326+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bfff069e-cefe-4f40-a50d-3a1015e26cf3/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/bfff069e-cefe-4f40-a50d-3a1015e26cf3/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/cookbook","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/cookbook\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"published repo","object":"fw-ai/cookbook","text":"Fireworks AI published repo fw-ai/cookbook."},{"subject":"fw-ai/cookbook","predicate":"is classified as","object":"repo signal","text":"fw-ai/cookbook is classified as repo signal."},{"subject":"fw-ai/cookbook","predicate":"belongs to","object":"repos desk","text":"fw-ai/cookbook belongs to repos desk."},{"subject":"fw-ai/cookbook","predicate":"has context","object":"Jupyter Notebook","text":"fw-ai/cookbook has context Jupyter Notebook."},{"subject":"fw-ai/cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/cookbook has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/cookbook","predicate":"has captured page count","object":"1","text":"fw-ai/cookbook has captured page count 1."},{"subject":"fw-ai/cookbook","predicate":"has readable page count","object":"1","text":"fw-ai/cookbook has readable page count 1."},{"subject":"fw-ai/cookbook","predicate":"has related signal count","object":"6","text":"fw-ai/cookbook has related signal count 6."},{"subject":"fw-ai/cookbook","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/cookbook 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/cookbook","predicate":"has source host","object":"github.com","text":"fw-ai/cookbook has source host github.com."},{"subject":"fw-ai/cookbook","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/cookbook has lab Fireworks AI."},{"subject":"fw-ai/cookbook","predicate":"has signal desk","object":"repos","text":"fw-ai/cookbook has signal desk repos."},{"subject":"fw-ai/cookbook","predicate":"has source host","object":"github.com","text":"fw-ai/cookbook has source host github.com."},{"subject":"fw-ai/cookbook","predicate":"has repository","object":"fw-ai/cookbook","text":"fw-ai/cookbook has repository fw-ai/cookbook."},{"subject":"fw-ai/cookbook","predicate":"has language","object":"Jupyter Notebook","text":"fw-ai/cookbook has language Jupyter Notebook."},{"subject":"fw-ai/cookbook","predicate":"has stars","object":"163","text":"fw-ai/cookbook has stars 163."},{"subject":"fw-ai/cookbook","predicate":"has watch term","object":"RL environments","text":"fw-ai/cookbook has watch term RL environments."},{"subject":"fw-ai/cookbook","predicate":"has watch term","object":"Eval methodology","text":"fw-ai/cookbook has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Fireworks AI published fw-ai/cookbook (Jupyter Notebook). 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/cookbook · language Jupyter Notebook. 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/cookbook","text":"Fireworks AI published repo fw-ai/cookbook."},{"subject":"fw-ai/cookbook","predicate":"is classified as","object":"repo signal","text":"fw-ai/cookbook is classified as repo signal."},{"subject":"fw-ai/cookbook","predicate":"belongs to","object":"repos desk","text":"fw-ai/cookbook belongs to repos desk."},{"subject":"fw-ai/cookbook","predicate":"has context","object":"Jupyter Notebook","text":"fw-ai/cookbook has context Jupyter Notebook."},{"subject":"fw-ai/cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/cookbook has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bfff069e-cefe-4f40-a50d-3a1015e26cf3","url":"https://onlylabs.fyi/signals/bfff069e-cefe-4f40-a50d-3a1015e26cf3","json_url":"https://onlylabs.fyi/signals/bfff069e-cefe-4f40-a50d-3a1015e26cf3/signal.json","source_url":"https://github.com/fw-ai/cookbook","title":"fw-ai/cookbook","summary":"Fireworks AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2023-08-12T19:20:11+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/cookbook"]},"facets":{"repo":"fw-ai/cookbook","language":"Jupyter Notebook"},"traction":{"github_stars":163,"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/cookbook","final_url":"https://github.com/fw-ai/cookbook","title":"fw-ai/cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:32.29326+00:00","bytes":9638,"raw_path":"efb58ff03fc2e588a36b3d0a62cd32d189cc627702a25b370b0642e7c21ff777.json","content_hash":"0603d77255a0468991195072ef04d4ab0507d84ae7585202b85fc820bbf79cc9","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/cookbook Description: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks. Language: Jupyter Notebook License: Apache-2.0 Stars: 161 Forks: 48 Open issues: 8 Created: 2023-08-12T19:20:11Z Pushed: 2026-06-11T00:05:04Z Default branch: main Fork: no Archived: no README: Fireworks AI Cookbook Ready-to-run training recipes for reinforcement learning (GRPO, DAPO, GSPO, CISPO), preference optimization (DPO, ORPO), and supervised fine-tuning (SFT) on [Fireworks](https://fireworks.ai). > **Full documentation**: [Fireworks Training SDK Reference](https://docs.fireworks.ai/fine-tuning/training-sdk/introduction) Quick Start ```bash git clone https://github.com/fw-ai/cookbook.git cd cookbook/training conda create -n cookbook python=3.12 -y && conda activate cookbook pip install --pre -e . ``` See [`training/README.md`](./training/README.md) for configuration, recipes, and examples. For AI Agents The primary reference for agents working in this repo is **[`skills/dev/SKILL.md`](skills/dev/SKILL.md)** — it maps tasks and error signals to specific reference files. Start there, not the READMEs. Repository Structure Only `training/` is actively..."},"evidence_pages":[{"url":"https://github.com/fw-ai/cookbook","final_url":"https://github.com/fw-ai/cookbook","title":"fw-ai/cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:10:32.29326+00:00","bytes":9638,"raw_path":"efb58ff03fc2e588a36b3d0a62cd32d189cc627702a25b370b0642e7c21ff777.json","content_hash":"0603d77255a0468991195072ef04d4ab0507d84ae7585202b85fc820bbf79cc9","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/cookbook Description: Recipes and resources for building, deploying, and fine-tuning generative AI with Fireworks. Language: Jupyter Notebook License: Apache-2.0 Stars: 161 Forks: 48 Open issues: 8 Created: 2023-08-12T19:20:11Z Pushed: 2026-06-11T00:05:04Z Default branch: main Fork: no Archived: no README: Fireworks AI Cookbook Ready-to-run training recipes for reinforcement learning (GRPO, DAPO, GSPO, CISPO), preference optimization (DPO, ORPO), and supervised fine-tuning (SFT) on [Fireworks](https://fireworks.ai). > **Full documentation**: [Fireworks Training SDK Reference](https://docs.fireworks.ai/fine-tuning/training-sdk/introduction) Quick Start ```bash git clone https://github.com/fw-ai/cookbook.git cd cookbook/training conda create -n cookbook python=3.12 -y && conda activate cookbook pip install --pre -e . ``` See [`training/README.md`](./training/README.md) for configuration, recipes, and examples. For AI Agents The primary reference for agents working in this repo is **[`skills/dev/SKILL.md`](skills/dev/SKILL.md)** — it maps tasks and error signals to specific reference files. Start there, not the READMEs. Repository Structure Only `training/` is actively..."}],"related_signals":[{"id":"664f73b6-12c5-41f1-89f6-632409f70ee9","url":"https://onlylabs.fyi/signals/664f73b6-12c5-41f1-89f6-632409f70ee9","source_url":"https://github.com/fw-ai/fireconnect","title":"fw-ai/fireconnect","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-05-11T16:16:24+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"2d12f413-6bf4-480f-b4c9-7b4fa566864c","url":"https://onlylabs.fyi/signals/2d12f413-6bf4-480f-b4c9-7b4fa566864c","source_url":"https://github.com/fw-ai/flashinfer","title":"fw-ai/flashinfer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2025-10-21T05:11:02+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"8bb2fabc-6a6f-47a5-8074-e0d18359243d","url":"https://onlylabs.fyi/signals/8bb2fabc-6a6f-47a5-8074-e0d18359243d","source_url":"https://github.com/fw-ai/llm_eval","title":"fw-ai/llm_eval","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-12-09T19:41:29+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"e8a113ca-0e46-4e3f-8c26-510c74395d62","url":"https://onlylabs.fyi/signals/e8a113ca-0e46-4e3f-8c26-510c74395d62","source_url":"https://github.com/fw-ai/ai-starter-kits","title":"fw-ai/ai-starter-kits","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"},{"id":"92b275b2-5e90-4bbe-9fa7-2a6e081060c8","url":"https://onlylabs.fyi/signals/92b275b2-5e90-4bbe-9fa7-2a6e081060c8","source_url":"https://github.com/fw-ai/llm_eval_meta","title":"fw-ai/llm_eval_meta","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-08-03T20:48:40+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"d44dd7ad-655f-4b52-a7db-e27f4136a3ca","url":"https://onlylabs.fyi/signals/d44dd7ad-655f-4b52-a7db-e27f4136a3ca","source_url":"https://github.com/fw-ai/.github","title":"fw-ai/.github","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-06-11T22:31:07+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"}]}