{"schema_version":"onlylabs.public_signal.v1","title":"Meta AI (Llama) Release: meta-llama/llama-cookbook v0.0.3","description":"Meta AI (Llama) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/732f424a-7c0c-4b7b-9e1e-854940b03c76","json_url":"https://onlylabs.fyi/signals/732f424a-7c0c-4b7b-9e1e-854940b03c76/signal.json","generated_at":"2026-06-11T03:47:28.995053+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/732f424a-7c0c-4b7b-9e1e-854940b03c76","signal_json":"https://onlylabs.fyi/signals/732f424a-7c0c-4b7b-9e1e-854940b03c76/signal.json","source":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Meta AI (Llama) published meta-llama/llama-cookbook v0.0.3 (meta-llama/llama-cookbook). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Minor cookbook update from Meta · Llama-recipes v.0.0.3 Release Notes Repository: meta-llama/llama-cookbook Tag: v0.0.3 Published: 2024-07-23T17:43:53Z Prerelease: no Release notes: Llama 3.1 Integration.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","source_host":"github.com","occurred_at":"2024-07-23T17:43:53+00:00","first_seen_at":"2026-06-05T20:05:43.255555+00:00","date_source":"source","context":"meta-llama/llama-cookbook"},"context_markers":[{"label":"Lab","value":"Meta AI (Llama)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"meta-llama/llama-cookbook","source":"source"},{"label":"Release","value":"Llama-recipes v.0.0.3 Release 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model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/732f424a-7c0c-4b7b-9e1e-854940b03c76/signal.json","required":true},{"label":"source","url":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","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":"https://onlylabs.fyi/topics/releases/signals.json","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 Meta AI (Llama)'s release signal \"meta-llama/llama-cookbook v0.0.3\" for frontier lab strategy."},"semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"released","object":"meta-llama/llama-cookbook v0.0.3","text":"Meta AI (Llama) released meta-llama/llama-cookbook v0.0.3."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"is classified as","object":"release signal","text":"meta-llama/llama-cookbook v0.0.3 is classified as release signal."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"belongs to","object":"releases desk","text":"meta-llama/llama-cookbook v0.0.3 belongs to releases desk."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has context","object":"meta-llama/llama-cookbook","text":"meta-llama/llama-cookbook v0.0.3 has context meta-llama/llama-cookbook."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama-cookbook v0.0.3 has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has captured page count","object":"1","text":"meta-llama/llama-cookbook v0.0.3 has captured page count 1."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has readable page count","object":"1","text":"meta-llama/llama-cookbook v0.0.3 has readable page count 1."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has related signal count","object":"6","text":"meta-llama/llama-cookbook v0.0.3 has related signal count 6."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"meta-llama/llama-cookbook v0.0.3 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has source host","object":"github.com","text":"meta-llama/llama-cookbook v0.0.3 has source host github.com."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has lab","object":"Meta AI (Llama)","text":"meta-llama/llama-cookbook v0.0.3 has lab Meta AI (Llama)."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has signal desk","object":"releases","text":"meta-llama/llama-cookbook v0.0.3 has signal desk releases."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has source host","object":"github.com","text":"meta-llama/llama-cookbook v0.0.3 has source host github.com."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has repository","object":"meta-llama/llama-cookbook","text":"meta-llama/llama-cookbook v0.0.3 has repository meta-llama/llama-cookbook."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has release","object":"Llama-recipes v.0.0.3 Release 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This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Minor cookbook update from Meta · Llama-recipes v.0.0.3 Release Notes Repository: meta-llama/llama-cookbook Tag: v0.0.3 Published: 2024-07-23T17:43:53Z Prerelease: no Release notes: Llama 3.1 Integration.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"released","object":"meta-llama/llama-cookbook v0.0.3","text":"Meta AI (Llama) released meta-llama/llama-cookbook v0.0.3."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"is classified as","object":"release signal","text":"meta-llama/llama-cookbook v0.0.3 is classified as release signal."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"belongs to","object":"releases desk","text":"meta-llama/llama-cookbook v0.0.3 belongs to releases desk."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has context","object":"meta-llama/llama-cookbook","text":"meta-llama/llama-cookbook v0.0.3 has context meta-llama/llama-cookbook."},{"subject":"meta-llama/llama-cookbook v0.0.3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama-cookbook v0.0.3 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"732f424a-7c0c-4b7b-9e1e-854940b03c76","url":"https://onlylabs.fyi/signals/732f424a-7c0c-4b7b-9e1e-854940b03c76","json_url":"https://onlylabs.fyi/signals/732f424a-7c0c-4b7b-9e1e-854940b03c76/signal.json","source_url":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","title":"meta-llama/llama-cookbook v0.0.3","summary":"Meta AI (Llama) published release notes. onlylabs watches releases for what actually shipped.","context":"meta-llama/llama-cookbook","kind":{"key":"release","label":"Release"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2024-07-23T17:43:53+00:00","first_seen_at":"2026-06-05T20:05:43.255555+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/releases/tag/v0.0.3"]},"facets":{"repo":"meta-llama/llama-cookbook"},"traction":{"github_stars":null,"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/meta-llama/llama-cookbook/releases/tag/v0.0.3","final_url":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","title":"meta-llama/llama-cookbook v0.0.3","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:47:28.995053+00:00","bytes":11147,"raw_path":"5aa102207fcd11ff3b0feb4fcd7470814588f49aa91135c81789dfb179d2b1e7.json","content_hash":"e9ebccf7ffd7d47f89a4d04f84faaf532354ef983d93141663f909a6a7d47543","excerpt_chars":1200,"truncated":true,"excerpt":"Llama-recipes v.0.0.3 Release Notes Repository: meta-llama/llama-cookbook Tag: v0.0.3 Published: 2024-07-23T17:43:53Z Prerelease: no Release notes: Llama 3.1 Integration This release accompanies the release of [Llama 3.1](https://llama.meta.com/) which included new versions of the Llama 8B and 70B models as well as the new 405B version. To get started with the new models you can find information in the [official documentation](https://llama.meta.com/docs/overview) or the on the[ HuggingFace hub](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f). Further details can also be found in the [model card](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/MODEL_CARD.md) and the [Llama 3.1 paper](https://ai.meta.com/research/publications/the-llama-3-herd-of-models/). For this release we updated the documentation and made sure all components work with the new models. * Release update by @albertodepaola @cynikolai @mreso @subramen @tryrobbo @varunfb in [#603](https://github.com/meta-llama/llama-recipes/pull/603) New Features We also added new features like FSDP + QLoRA fine-tuning and H2O algorithm for long context inference. * Implement H2O..."},"evidence_pages":[{"url":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","final_url":"https://github.com/meta-llama/llama-cookbook/releases/tag/v0.0.3","title":"meta-llama/llama-cookbook v0.0.3","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:47:28.995053+00:00","bytes":11147,"raw_path":"5aa102207fcd11ff3b0feb4fcd7470814588f49aa91135c81789dfb179d2b1e7.json","content_hash":"e9ebccf7ffd7d47f89a4d04f84faaf532354ef983d93141663f909a6a7d47543","excerpt_chars":1200,"truncated":true,"excerpt":"Llama-recipes v.0.0.3 Release Notes Repository: meta-llama/llama-cookbook Tag: v0.0.3 Published: 2024-07-23T17:43:53Z Prerelease: no Release notes: Llama 3.1 Integration This release accompanies the release of [Llama 3.1](https://llama.meta.com/) which included new versions of the Llama 8B and 70B models as well as the new 405B version. To get started with the new models you can find information in the [official documentation](https://llama.meta.com/docs/overview) or the on the[ HuggingFace hub](https://huggingface.co/collections/meta-llama/llama-31-669fc079a0c406a149a5738f). Further details can also be found in the [model card](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/MODEL_CARD.md) and the [Llama 3.1 paper](https://ai.meta.com/research/publications/the-llama-3-herd-of-models/). 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