{"schema_version":"onlylabs.public_signal.v1","title":"Meta AI (Llama) Repo: meta-llama/llama","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/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef","json_url":"https://onlylabs.fyi/signals/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef/signal.json","generated_at":"2026-06-11T03:59:59.160595+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/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef","signal_json":"https://onlylabs.fyi/signals/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef/signal.json","source":"https://github.com/meta-llama/llama","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":"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 (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/llama · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/meta-llama/llama","source_host":"github.com","occurred_at":"2023-02-14T09:29:12+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/llama","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"59,453","source":"traction"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"inference","source":"radar"},{"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 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/meta-llama/llama"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:59:59.160595+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["inference"],"score":14,"reason":"Meta AI (Llama) has a repo signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef/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: 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/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef/signal.json","required":true},{"label":"source","url":"https://github.com/meta-llama/llama","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\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama","text":"Meta AI (Llama) published repo meta-llama/llama."},{"subject":"meta-llama/llama","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama is classified as repo signal."},{"subject":"meta-llama/llama","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama belongs to repos desk."},{"subject":"meta-llama/llama","predicate":"has context","object":"Python","text":"meta-llama/llama has context Python."},{"subject":"meta-llama/llama","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama","predicate":"matches data-business lanes","object":"Infrastructure","text":"meta-llama/llama matches data-business lanes Infrastructure."},{"subject":"meta-llama/llama","predicate":"has captured page count","object":"1","text":"meta-llama/llama has captured page count 1."},{"subject":"meta-llama/llama","predicate":"has readable page count","object":"1","text":"meta-llama/llama has readable page count 1."},{"subject":"meta-llama/llama","predicate":"has related signal count","object":"6","text":"meta-llama/llama has related signal count 6."},{"subject":"meta-llama/llama","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 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","predicate":"has source host","object":"github.com","text":"meta-llama/llama has source host github.com."},{"subject":"meta-llama/llama","predicate":"has lab","object":"Meta AI (Llama)","text":"meta-llama/llama has lab Meta AI (Llama)."},{"subject":"meta-llama/llama","predicate":"has signal desk","object":"repos","text":"meta-llama/llama has signal desk repos."},{"subject":"meta-llama/llama","predicate":"has source host","object":"github.com","text":"meta-llama/llama has source host github.com."},{"subject":"meta-llama/llama","predicate":"has repository","object":"meta-llama/llama","text":"meta-llama/llama has repository meta-llama/llama."},{"subject":"meta-llama/llama","predicate":"has language","object":"Python","text":"meta-llama/llama has language Python."},{"subject":"meta-llama/llama","predicate":"has stars","object":"59,453","text":"meta-llama/llama has stars 59,453."},{"subject":"meta-llama/llama","predicate":"has radar lane","object":"Infrastructure","text":"meta-llama/llama has radar lane Infrastructure."},{"subject":"meta-llama/llama","predicate":"has matched term","object":"inference","text":"meta-llama/llama has matched term inference."}]},"intelligence":{"signal_desk":"repos","answer":"Meta AI (Llama) published meta-llama/llama (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/llama · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama","text":"Meta AI (Llama) published repo meta-llama/llama."},{"subject":"meta-llama/llama","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama is classified as repo signal."},{"subject":"meta-llama/llama","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama belongs to repos desk."},{"subject":"meta-llama/llama","predicate":"has context","object":"Python","text":"meta-llama/llama has context Python."},{"subject":"meta-llama/llama","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama","predicate":"matches data-business lanes","object":"Infrastructure","text":"meta-llama/llama matches data-business lanes Infrastructure."}]},"signal":{"id":"3c5edeba-2ddf-4c4a-b942-7cd2185e16ef","url":"https://onlylabs.fyi/signals/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef","json_url":"https://onlylabs.fyi/signals/3c5edeba-2ddf-4c4a-b942-7cd2185e16ef/signal.json","source_url":"https://github.com/meta-llama/llama","title":"meta-llama/llama","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":"2023-02-14T09:29:12+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"]},"facets":{"repo":"meta-llama/llama","language":"Python"},"traction":{"github_stars":59453,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":14,"matched_terms":["inference"],"reason":"Meta AI (Llama) has a repo signal matching infrastructure."}},"primary_evidence_page":{"url":"https://github.com/meta-llama/llama","final_url":"https://github.com/meta-llama/llama","title":"meta-llama/llama repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:59.160595+00:00","bytes":16122,"raw_path":"cfebc4ab3e5b8a5c95870e3f6aca389967fff819fa33687e01370283b9303c6a.json","content_hash":"2aaa47764710dbfc794287091903a68e2c30ce61861df2db7f8102f200247255","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama Description: Inference code for Llama models Language: Python License: NOASSERTION Stars: 59454 Forks: 9788 Open issues: 520 Created: 2023-02-14T09:29:12Z Pushed: 2025-01-26T21:42:26Z Default branch: main Fork: no Archived: no README: **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 focusing on safety risks and inference time mitigations - [llama-toolchain](https://github.com/meta-llama/llama-toolchain) - Model development (inference/fine-tuning/safety shields/synthetic data generation) interfaces and canonical implementations - [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system) - E2E standalone Llama Stack system, along with opinionated underlying interface,..."},"evidence_pages":[{"url":"https://github.com/meta-llama/llama","final_url":"https://github.com/meta-llama/llama","title":"meta-llama/llama repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:59.160595+00:00","bytes":16122,"raw_path":"cfebc4ab3e5b8a5c95870e3f6aca389967fff819fa33687e01370283b9303c6a.json","content_hash":"2aaa47764710dbfc794287091903a68e2c30ce61861df2db7f8102f200247255","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama Description: Inference code for Llama models Language: Python License: NOASSERTION Stars: 59454 Forks: 9788 Open issues: 520 Created: 2023-02-14T09:29:12Z Pushed: 2025-01-26T21:42:26Z Default branch: main Fork: no Archived: no README: **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 focusing on safety risks and inference time mitigations - [llama-toolchain](https://github.com/meta-llama/llama-toolchain) - Model development (inference/fine-tuning/safety shields/synthetic data generation) interfaces and canonical implementations - [llama-agentic-system](https://github.com/meta-llama/llama-agentic-system) - E2E standalone Llama Stack system, along with opinionated underlying interface,..."}],"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"}]}