{"schema_version":"onlylabs.public_signal.v1","title":"Meta AI (Llama) Repo: meta-llama/llama-cookbook","description":"Meta AI (Llama) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19","json_url":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19/signal.json","generated_at":"2026-06-11T03:59:59.100809+00:00","org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/meta-ai","dossier_json_url":"https://onlylabs.fyi/labs/meta-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19","signal_json":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19/signal.json","source":"https://github.com/meta-llama/llama-cookbook","lab_dossier":"https://onlylabs.fyi/labs/meta-ai","lab_dossier_json":"https://onlylabs.fyi/labs/meta-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/meta-ai","analysis_json":"https://onlylabs.fyi/analysis/meta-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/meta-ai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Meta AI (Llama) published meta-llama/llama-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 meta-llama/llama-cookbook · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/meta-llama/llama-cookbook","source_host":"github.com","occurred_at":"2023-07-17T07:33:48+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source","context":"Jupyter Notebook"},"context_markers":[{"label":"Lab","value":"Meta AI (Llama)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"meta-llama/llama-cookbook","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"18,348","source":"traction"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"rag","source":"radar"},{"label":"Matched term","value":"inference","source":"radar"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/meta-llama/llama-cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:59:59.100809+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["rag","inference"],"score":26,"reason":"Meta AI (Llama) has a repo signal matching data demand, infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19/signal.json","dossier_json":"https://onlylabs.fyi/labs/meta-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/meta-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/meta-ai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Data demand, Infrastructure?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19/signal.json","required":true},{"label":"source","url":"https://github.com/meta-llama/llama-cookbook","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/meta-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/meta-ai/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 Meta AI (Llama)'s repo signal \"meta-llama/llama-cookbook\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama-cookbook","text":"Meta AI (Llama) published repo meta-llama/llama-cookbook."},{"subject":"meta-llama/llama-cookbook","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama-cookbook is classified as repo signal."},{"subject":"meta-llama/llama-cookbook","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama-cookbook belongs to repos desk."},{"subject":"meta-llama/llama-cookbook","predicate":"has context","object":"Jupyter Notebook","text":"meta-llama/llama-cookbook has context Jupyter Notebook."},{"subject":"meta-llama/llama-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama-cookbook has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama-cookbook","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"meta-llama/llama-cookbook matches data-business lanes Data demand, Infrastructure."},{"subject":"meta-llama/llama-cookbook","predicate":"has captured page count","object":"1","text":"meta-llama/llama-cookbook has captured page count 1."},{"subject":"meta-llama/llama-cookbook","predicate":"has readable page count","object":"1","text":"meta-llama/llama-cookbook has readable page count 1."},{"subject":"meta-llama/llama-cookbook","predicate":"has related signal count","object":"6","text":"meta-llama/llama-cookbook has related signal count 6."},{"subject":"meta-llama/llama-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":"meta-llama/llama-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":"meta-llama/llama-cookbook","predicate":"has source host","object":"github.com","text":"meta-llama/llama-cookbook has source host github.com."},{"subject":"meta-llama/llama-cookbook","predicate":"has lab","object":"Meta AI (Llama)","text":"meta-llama/llama-cookbook has lab Meta AI (Llama)."},{"subject":"meta-llama/llama-cookbook","predicate":"has signal desk","object":"repos","text":"meta-llama/llama-cookbook has signal desk repos."},{"subject":"meta-llama/llama-cookbook","predicate":"has source host","object":"github.com","text":"meta-llama/llama-cookbook has source host github.com."},{"subject":"meta-llama/llama-cookbook","predicate":"has repository","object":"meta-llama/llama-cookbook","text":"meta-llama/llama-cookbook has repository meta-llama/llama-cookbook."},{"subject":"meta-llama/llama-cookbook","predicate":"has language","object":"Jupyter Notebook","text":"meta-llama/llama-cookbook has language Jupyter Notebook."},{"subject":"meta-llama/llama-cookbook","predicate":"has stars","object":"18,348","text":"meta-llama/llama-cookbook has stars 18,348."},{"subject":"meta-llama/llama-cookbook","predicate":"has radar lane","object":"Data demand","text":"meta-llama/llama-cookbook has radar lane Data demand."},{"subject":"meta-llama/llama-cookbook","predicate":"has radar lane","object":"Infrastructure","text":"meta-llama/llama-cookbook has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Meta AI (Llama) published meta-llama/llama-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 meta-llama/llama-cookbook · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama-cookbook","text":"Meta AI (Llama) published repo meta-llama/llama-cookbook."},{"subject":"meta-llama/llama-cookbook","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama-cookbook is classified as repo signal."},{"subject":"meta-llama/llama-cookbook","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama-cookbook belongs to repos desk."},{"subject":"meta-llama/llama-cookbook","predicate":"has context","object":"Jupyter Notebook","text":"meta-llama/llama-cookbook has context Jupyter Notebook."},{"subject":"meta-llama/llama-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama-cookbook has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama-cookbook","predicate":"matches data-business lanes","object":"Data demand, Infrastructure","text":"meta-llama/llama-cookbook matches data-business lanes Data demand, Infrastructure."}]},"signal":{"id":"4421a667-c80b-4f3d-bc04-07b2c127cc19","url":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19","json_url":"https://onlylabs.fyi/signals/4421a667-c80b-4f3d-bc04-07b2c127cc19/signal.json","source_url":"https://github.com/meta-llama/llama-cookbook","title":"meta-llama/llama-cookbook","summary":"Meta AI (Llama) 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":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2023-07-17T07:33:48+00:00","first_seen_at":"2026-06-05T05:42:58.710806+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/meta-llama/llama-cookbook"]},"facets":{"repo":"meta-llama/llama-cookbook","language":"Jupyter Notebook"},"traction":{"github_stars":18348,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":26,"matched_terms":["rag","inference"],"reason":"Meta AI (Llama) has a repo signal matching data demand, infrastructure."}},"primary_evidence_page":{"url":"https://github.com/meta-llama/llama-cookbook","final_url":"https://github.com/meta-llama/llama-cookbook","title":"meta-llama/llama-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:59.100809+00:00","bytes":14242,"raw_path":"6575660ab2c4080b9cb8019406862d91e42ebcc82b55228bcb28a61d10a6f56d.json","content_hash":"f25d9196e3a84c8f48934bca03f0f6aefa471000d69bddbec05d441084b56bd1","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama-cookbook Description: Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services Language: Jupyter Notebook License: MIT Stars: 18348 Forks: 2740 Open issues: 87 Created: 2023-07-17T07:33:48Z Pushed: 2026-05-19T18:42:31Z Default branch: main Fork: no Archived: no README:

Llama Cookbook

\"Llama Llama Cookbook