{"schema_version":"onlylabs.public_signal.v1","title":"Meta AI (Llama) Repo: meta-llama/llama3","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/13175982-e884-4a82-a87d-3ba60e750954","json_url":"https://onlylabs.fyi/signals/13175982-e884-4a82-a87d-3ba60e750954/signal.json","generated_at":"2026-06-11T03:59:58.462954+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/13175982-e884-4a82-a87d-3ba60e750954","signal_json":"https://onlylabs.fyi/signals/13175982-e884-4a82-a87d-3ba60e750954/signal.json","source":"https://github.com/meta-llama/llama3","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":null},"answer_pack":{"answer":"Meta AI (Llama) published meta-llama/llama3 (Python). 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/llama3 · 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/meta-llama/llama3","source_host":"github.com","occurred_at":"2024-03-15T17:57:00+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source","context":"Python"},"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/llama3","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"29,281","source":"traction"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch 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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","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/13175982-e884-4a82-a87d-3ba60e750954/signal.json","required":true},{"label":"source","url":"https://github.com/meta-llama/llama3","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":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 repo signal \"meta-llama/llama3\" for frontier lab strategy."},"semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama3","text":"Meta AI (Llama) published repo meta-llama/llama3."},{"subject":"meta-llama/llama3","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama3 is classified as repo signal."},{"subject":"meta-llama/llama3","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama3 belongs to repos desk."},{"subject":"meta-llama/llama3","predicate":"has context","object":"Python","text":"meta-llama/llama3 has context Python."},{"subject":"meta-llama/llama3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama3 has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama3","predicate":"has captured page count","object":"1","text":"meta-llama/llama3 has captured page count 1."},{"subject":"meta-llama/llama3","predicate":"has readable page count","object":"1","text":"meta-llama/llama3 has readable page count 1."},{"subject":"meta-llama/llama3","predicate":"has related signal count","object":"6","text":"meta-llama/llama3 has related signal count 6."},{"subject":"meta-llama/llama3","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/llama3 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/llama3","predicate":"has source host","object":"github.com","text":"meta-llama/llama3 has source host github.com."},{"subject":"meta-llama/llama3","predicate":"has lab","object":"Meta AI (Llama)","text":"meta-llama/llama3 has lab Meta AI (Llama)."},{"subject":"meta-llama/llama3","predicate":"has signal desk","object":"repos","text":"meta-llama/llama3 has signal desk repos."},{"subject":"meta-llama/llama3","predicate":"has source host","object":"github.com","text":"meta-llama/llama3 has source host github.com."},{"subject":"meta-llama/llama3","predicate":"has repository","object":"meta-llama/llama3","text":"meta-llama/llama3 has repository meta-llama/llama3."},{"subject":"meta-llama/llama3","predicate":"has language","object":"Python","text":"meta-llama/llama3 has language Python."},{"subject":"meta-llama/llama3","predicate":"has stars","object":"29,281","text":"meta-llama/llama3 has stars 29,281."},{"subject":"meta-llama/llama3","predicate":"has watch term","object":"Model card","text":"meta-llama/llama3 has watch term Model card."},{"subject":"meta-llama/llama3","predicate":"has watch term","object":"Infrastructure","text":"meta-llama/llama3 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Meta AI (Llama) published meta-llama/llama3 (Python). 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/llama3 · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama3","text":"Meta AI (Llama) published repo meta-llama/llama3."},{"subject":"meta-llama/llama3","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama3 is classified as repo signal."},{"subject":"meta-llama/llama3","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama3 belongs to repos desk."},{"subject":"meta-llama/llama3","predicate":"has context","object":"Python","text":"meta-llama/llama3 has context Python."},{"subject":"meta-llama/llama3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama3 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"13175982-e884-4a82-a87d-3ba60e750954","url":"https://onlylabs.fyi/signals/13175982-e884-4a82-a87d-3ba60e750954","json_url":"https://onlylabs.fyi/signals/13175982-e884-4a82-a87d-3ba60e750954/signal.json","source_url":"https://github.com/meta-llama/llama3","title":"meta-llama/llama3","summary":"Meta AI (Llama) 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":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2024-03-15T17:57:00+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/llama3"]},"facets":{"repo":"meta-llama/llama3","language":"Python"},"traction":{"github_stars":29281,"hn_points":3,"hn_comments":0,"hn_story_id":"40114249","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/meta-llama/llama3","final_url":"https://github.com/meta-llama/llama3","title":"meta-llama/llama3 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:58.462954+00:00","bytes":17079,"raw_path":"5b495811b69c8451ace724a72f7cb315eee2e26ecdd721924fcf24f56832874f.json","content_hash":"c6129b65e3f520284333595d13e1534aa990defc2c367fae3fdb6995cdc42e19","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama3 Description: The official Meta Llama 3 GitHub site Language: Python License: NOASSERTION Stars: 29281 Forks: 3524 Open issues: 217 Created: 2024-03-15T17:57:00Z Pushed: 2025-01-26T21:39:06Z Default branch: main Fork: no Archived: yes README: <p align=\"center\"> <img src=\"https://github.com/meta-llama/llama3/blob/main/Llama3_Repo.jpeg\" width=\"400\"/> </p> <p align=\"center\"> 🤗 <a href=\"https://huggingface.co/meta-Llama\"> Models on Hugging Face</a>&nbsp | <a href=\"https://ai.meta.com/blog/\"> Blog</a>&nbsp | <a href=\"https://llama.meta.com/\">Website</a>&nbsp | <a href=\"https://llama.meta.com/get-started/\">Get Started</a>&nbsp <br> --- **Note of deprecation** Thank you for developing with Llama models. As part of the Llama 3.1 release, we’ve consolidated GitHub repos and added some additional repos as we’ve expanded Llama’s functionality into being an e2e Llama Stack. Please use the following repos going forward: - [llama-models](https://github.com/meta-llama/llama-models) - Central repo for the foundation models including basic utilities, model cards, license and use policies - [PurpleLlama](https://github.com/meta-llama/PurpleLlama) - Key component of Llama Stack..."},"evidence_pages":[{"url":"https://github.com/meta-llama/llama3","final_url":"https://github.com/meta-llama/llama3","title":"meta-llama/llama3 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:58.462954+00:00","bytes":17079,"raw_path":"5b495811b69c8451ace724a72f7cb315eee2e26ecdd721924fcf24f56832874f.json","content_hash":"c6129b65e3f520284333595d13e1534aa990defc2c367fae3fdb6995cdc42e19","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama3 Description: The official Meta Llama 3 GitHub site Language: Python License: NOASSERTION Stars: 29281 Forks: 3524 Open issues: 217 Created: 2024-03-15T17:57:00Z Pushed: 2025-01-26T21:39:06Z Default branch: main Fork: no Archived: yes README: <p align=\"center\"> <img src=\"https://github.com/meta-llama/llama3/blob/main/Llama3_Repo.jpeg\" width=\"400\"/> </p> <p align=\"center\"> 🤗 <a href=\"https://huggingface.co/meta-Llama\"> Models on Hugging Face</a>&nbsp | <a href=\"https://ai.meta.com/blog/\"> Blog</a>&nbsp | <a href=\"https://llama.meta.com/\">Website</a>&nbsp | <a href=\"https://llama.meta.com/get-started/\">Get Started</a>&nbsp <br> --- **Note of deprecation** Thank you for developing with Llama models. As part of the Llama 3.1 release, we’ve consolidated GitHub repos and added some additional repos as we’ve expanded Llama’s functionality into being an e2e Llama Stack. Please use the following repos going forward: - [llama-models](https://github.com/meta-llama/llama-models) - Central repo for the foundation models including basic utilities, model cards, license and use policies - [PurpleLlama](https://github.com/meta-llama/PurpleLlama) - Key component of Llama Stack..."}],"related_signals":[{"id":"b4abb783-3e1b-4bfa-8a43-bde0288e8883","url":"https://onlylabs.fyi/signals/b4abb783-3e1b-4bfa-8a43-bde0288e8883","source_url":"https://github.com/meta-llama/llama-verifications","title":"meta-llama/llama-verifications","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2025-05-13T23:02:38+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source"},{"id":"a62e2556-986f-4f97-879e-b7b70a1236ca","url":"https://onlylabs.fyi/signals/a62e2556-986f-4f97-879e-b7b70a1236ca","source_url":"https://github.com/meta-llama/llama-api-typescript","title":"meta-llama/llama-api-typescript","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2025-04-02T23:05:49+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source"},{"id":"a67ffe41-2e85-474d-b24c-6a0fe25d4388","url":"https://onlylabs.fyi/signals/a67ffe41-2e85-474d-b24c-6a0fe25d4388","source_url":"https://github.com/meta-llama/synthetic-data-kit","title":"meta-llama/synthetic-data-kit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2025-03-27T06:40:42+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source"},{"id":"76516548-8a38-406d-8600-ab5fc5ec47ea","url":"https://onlylabs.fyi/signals/76516548-8a38-406d-8600-ab5fc5ec47ea","source_url":"https://github.com/meta-llama/llama-api-python","title":"meta-llama/llama-api-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2025-03-24T17:10:39+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source"},{"id":"9b8bac29-4f67-4376-bf2d-cb43bfd4551a","url":"https://onlylabs.fyi/signals/9b8bac29-4f67-4376-bf2d-cb43bfd4551a","source_url":"https://github.com/meta-llama/prompt-ops","title":"meta-llama/prompt-ops","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2025-03-14T17:59:40+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source"},{"id":"cc4b8209-54b4-4b31-9572-261652b4f87a","url":"https://onlylabs.fyi/signals/cc4b8209-54b4-4b31-9572-261652b4f87a","source_url":"https://github.com/meta-llama/llama-stack-ops","title":"meta-llama/llama-stack-ops","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"meta-ai","name":"Meta AI (Llama)","category":"frontier-lab"},"occurred_at":"2025-01-28T14:34:10+00:00","first_seen_at":"2026-06-05T05:42:58.710806+00:00","date_source":"source"}]}