{"schema_version":"onlylabs.public_signal.v1","title":"Meta AI (Llama) Repo: meta-llama/llama-verifications","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/b4abb783-3e1b-4bfa-8a43-bde0288e8883","json_url":"https://onlylabs.fyi/signals/b4abb783-3e1b-4bfa-8a43-bde0288e8883/signal.json","generated_at":"2026-06-11T03:59:58.258333+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/b4abb783-3e1b-4bfa-8a43-bde0288e8883","signal_json":"https://onlylabs.fyi/signals/b4abb783-3e1b-4bfa-8a43-bde0288e8883/signal.json","source":"https://github.com/meta-llama/llama-verifications","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":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Meta AI (Llama) published meta-llama/llama-verifications (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-verifications · language Python · New repo, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/meta-llama/llama-verifications","source_host":"github.com","occurred_at":"2025-05-13T23:02:38+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-verifications","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"27","source":"traction"},{"label":"Notability","value":"New repo, low traction","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Matched 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quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b4abb783-3e1b-4bfa-8a43-bde0288e8883/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: Evals and quality?","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 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implications."},"semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama-verifications","text":"Meta AI (Llama) published repo meta-llama/llama-verifications."},{"subject":"meta-llama/llama-verifications","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama-verifications is classified as repo signal."},{"subject":"meta-llama/llama-verifications","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama-verifications belongs to repos desk."},{"subject":"meta-llama/llama-verifications","predicate":"has context","object":"Python","text":"meta-llama/llama-verifications has context Python."},{"subject":"meta-llama/llama-verifications","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama-verifications has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama-verifications","predicate":"matches data-business lanes","object":"Evals and quality","text":"meta-llama/llama-verifications matches data-business lanes Evals and quality."},{"subject":"meta-llama/llama-verifications","predicate":"has captured page count","object":"1","text":"meta-llama/llama-verifications has captured page count 1."},{"subject":"meta-llama/llama-verifications","predicate":"has readable page count","object":"1","text":"meta-llama/llama-verifications has readable page count 1."},{"subject":"meta-llama/llama-verifications","predicate":"has related signal count","object":"6","text":"meta-llama/llama-verifications has related signal count 6."},{"subject":"meta-llama/llama-verifications","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-verifications 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-verifications","predicate":"has source host","object":"github.com","text":"meta-llama/llama-verifications has source host github.com."},{"subject":"meta-llama/llama-verifications","predicate":"has lab","object":"Meta AI (Llama)","text":"meta-llama/llama-verifications has lab Meta AI (Llama)."},{"subject":"meta-llama/llama-verifications","predicate":"has signal desk","object":"repos","text":"meta-llama/llama-verifications has signal desk repos."},{"subject":"meta-llama/llama-verifications","predicate":"has source host","object":"github.com","text":"meta-llama/llama-verifications has source host github.com."},{"subject":"meta-llama/llama-verifications","predicate":"has repository","object":"meta-llama/llama-verifications","text":"meta-llama/llama-verifications has repository meta-llama/llama-verifications."},{"subject":"meta-llama/llama-verifications","predicate":"has language","object":"Python","text":"meta-llama/llama-verifications has language Python."},{"subject":"meta-llama/llama-verifications","predicate":"has stars","object":"27","text":"meta-llama/llama-verifications has stars 27."},{"subject":"meta-llama/llama-verifications","predicate":"has notability","object":"New repo, low traction","text":"meta-llama/llama-verifications has notability New repo, low traction."},{"subject":"meta-llama/llama-verifications","predicate":"has radar lane","object":"Evals and quality","text":"meta-llama/llama-verifications has radar lane Evals and quality."}]},"intelligence":{"signal_desk":"repos","answer":"Meta AI (Llama) published meta-llama/llama-verifications (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-verifications · language Python · New repo, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Meta AI (Llama)","predicate":"published repo","object":"meta-llama/llama-verifications","text":"Meta AI (Llama) published repo meta-llama/llama-verifications."},{"subject":"meta-llama/llama-verifications","predicate":"is classified as","object":"repo signal","text":"meta-llama/llama-verifications is classified as repo signal."},{"subject":"meta-llama/llama-verifications","predicate":"belongs to","object":"repos desk","text":"meta-llama/llama-verifications belongs to repos desk."},{"subject":"meta-llama/llama-verifications","predicate":"has context","object":"Python","text":"meta-llama/llama-verifications has context Python."},{"subject":"meta-llama/llama-verifications","predicate":"has evidence coverage","object":"1 captured evidence page","text":"meta-llama/llama-verifications has evidence coverage 1 captured evidence page."},{"subject":"meta-llama/llama-verifications","predicate":"matches data-business lanes","object":"Evals and quality","text":"meta-llama/llama-verifications matches data-business lanes Evals and quality."}]},"signal":{"id":"b4abb783-3e1b-4bfa-8a43-bde0288e8883","url":"https://onlylabs.fyi/signals/b4abb783-3e1b-4bfa-8a43-bde0288e8883","json_url":"https://onlylabs.fyi/signals/b4abb783-3e1b-4bfa-8a43-bde0288e8883/signal.json","source_url":"https://github.com/meta-llama/llama-verifications","title":"meta-llama/llama-verifications","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":"2025-05-13T23:02:38+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-verifications"]},"facets":{"repo":"meta-llama/llama-verifications","language":"Python"},"traction":{"github_stars":27,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":16,"matched_terms":["benchmark","benchmarks"],"reason":"Meta AI (Llama) has a repo signal matching evals and quality."}},"primary_evidence_page":{"url":"https://github.com/meta-llama/llama-verifications","final_url":"https://github.com/meta-llama/llama-verifications","title":"meta-llama/llama-verifications repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:58.258333+00:00","bytes":15300,"raw_path":"1643cb6382b10b1e03f2a7a8c433ce99afe67d22c5e0ec7f4ae549ffa0837804.json","content_hash":"73e1a8bda805a902dac624c5cadf9c33baf6e303c360a79a34d9af4af597fff5","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama-verifications Description: Functional tests and benchmarks for verifying Llama model providers. 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Eval benchmarks Both the suites can be run on any Llama Provider that offers an OpenAI-compliant Inference API. | **Type of Verification** | **Description** | **Llama Provider Expectation** | | --- | --- | --- | | **Functional Tests** | Testing inference across:<br><ul><li>Basic chat completions</li><li>Image input (single/multi-turn)</li><li>Structured JSON output</li><li>Tool calling (single/multi-turn)</li></ul> | 100% pass rate | | **Eval Benchmarks** | Academic benchmarks by category:<br><ul><li>Academic and world knowledge: <a href=\"https://github.com/TIGER-AI-Lab/MMLU-Pro\">MMLU-Pro-CoT</a></li><li>Coding: <a href=\"https://livecodebench.github.io/\">LiveCodeBench (coming soon)</a></li><li>Reasoning (non-math): <a..."},"evidence_pages":[{"url":"https://github.com/meta-llama/llama-verifications","final_url":"https://github.com/meta-llama/llama-verifications","title":"meta-llama/llama-verifications repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:59:58.258333+00:00","bytes":15300,"raw_path":"1643cb6382b10b1e03f2a7a8c433ce99afe67d22c5e0ec7f4ae549ffa0837804.json","content_hash":"73e1a8bda805a902dac624c5cadf9c33baf6e303c360a79a34d9af4af597fff5","excerpt_chars":1200,"truncated":true,"excerpt":"meta-llama/llama-verifications Description: Functional tests and benchmarks for verifying Llama model providers. Language: Python License: MIT Stars: 27 Forks: 24 Open issues: 25 Created: 2025-05-13T23:02:38Z Pushed: 2026-02-11T17:03:58Z Default branch: main Fork: no Archived: no README: Llama Verifications This repository contains a lightweight library to verify model providers via 2 suites, 1. Functional tests and 2. 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