{"schema_version":"onlylabs.public_signal.v1","title":"Lightning AI Repo: Lightning-AI/litAI","description":"Lightning AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac","json_url":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac/signal.json","generated_at":"2026-06-11T04:09:18.184032+00:00","org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/lightning-ai","dossier_json_url":"https://onlylabs.fyi/labs/lightning-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac","signal_json":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac/signal.json","source":"https://github.com/Lightning-AI/litAI","lab_dossier":"https://onlylabs.fyi/labs/lightning-ai","lab_dossier_json":"https://onlylabs.fyi/labs/lightning-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/lightning-ai","analysis_json":"https://onlylabs.fyi/analysis/lightning-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/lightning-ai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Lightning AI published Lightning-AI/litAI (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Lightning-AI/litAI · language Python · New repo from known org, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Lightning-AI/litAI","source_host":"github.com","occurred_at":"2025-07-23T18:04:31+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Lightning AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Lightning-AI/litAI","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"51","source":"traction"},{"label":"Notability","value":"New repo from known org, low traction","source":"signal"},{"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/Lightning-AI/litAI"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:18.184032+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac/signal.json","dossier_json":"https://onlylabs.fyi/labs/lightning-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/lightning-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/lightning-ai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"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?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac/signal.json","required":true},{"label":"source","url":"https://github.com/Lightning-AI/litAI","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/lightning-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/lightning-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 Lightning AI's repo signal \"Lightning-AI/litAI\" for neocloud strategy."},"semantic_triples":[{"subject":"Lightning AI","predicate":"published repo","object":"Lightning-AI/litAI","text":"Lightning AI published repo Lightning-AI/litAI."},{"subject":"Lightning-AI/litAI","predicate":"is classified as","object":"repo signal","text":"Lightning-AI/litAI is classified as repo signal."},{"subject":"Lightning-AI/litAI","predicate":"belongs to","object":"repos desk","text":"Lightning-AI/litAI belongs to repos desk."},{"subject":"Lightning-AI/litAI","predicate":"has context","object":"Python","text":"Lightning-AI/litAI has context Python."},{"subject":"Lightning-AI/litAI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Lightning-AI/litAI has evidence coverage 1 captured evidence page."},{"subject":"Lightning-AI/litAI","predicate":"has captured page count","object":"1","text":"Lightning-AI/litAI has captured page count 1."},{"subject":"Lightning-AI/litAI","predicate":"has readable page count","object":"1","text":"Lightning-AI/litAI has readable page count 1."},{"subject":"Lightning-AI/litAI","predicate":"has related signal count","object":"6","text":"Lightning-AI/litAI has related signal count 6."},{"subject":"Lightning-AI/litAI","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":"Lightning-AI/litAI 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":"Lightning-AI/litAI","predicate":"has source host","object":"github.com","text":"Lightning-AI/litAI has source host github.com."},{"subject":"Lightning-AI/litAI","predicate":"has lab","object":"Lightning AI","text":"Lightning-AI/litAI has lab Lightning AI."},{"subject":"Lightning-AI/litAI","predicate":"has signal desk","object":"repos","text":"Lightning-AI/litAI has signal desk repos."},{"subject":"Lightning-AI/litAI","predicate":"has source host","object":"github.com","text":"Lightning-AI/litAI has source host github.com."},{"subject":"Lightning-AI/litAI","predicate":"has repository","object":"Lightning-AI/litAI","text":"Lightning-AI/litAI has repository Lightning-AI/litAI."},{"subject":"Lightning-AI/litAI","predicate":"has language","object":"Python","text":"Lightning-AI/litAI has language Python."},{"subject":"Lightning-AI/litAI","predicate":"has stars","object":"51","text":"Lightning-AI/litAI has stars 51."},{"subject":"Lightning-AI/litAI","predicate":"has notability","object":"New repo from known org, low traction","text":"Lightning-AI/litAI has notability New repo from known org, low traction."},{"subject":"Lightning-AI/litAI","predicate":"has watch term","object":"Infrastructure","text":"Lightning-AI/litAI has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Lightning AI published Lightning-AI/litAI (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Lightning-AI/litAI · language Python · New repo from known org, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Lightning AI","predicate":"published repo","object":"Lightning-AI/litAI","text":"Lightning AI published repo Lightning-AI/litAI."},{"subject":"Lightning-AI/litAI","predicate":"is classified as","object":"repo signal","text":"Lightning-AI/litAI is classified as repo signal."},{"subject":"Lightning-AI/litAI","predicate":"belongs to","object":"repos desk","text":"Lightning-AI/litAI belongs to repos desk."},{"subject":"Lightning-AI/litAI","predicate":"has context","object":"Python","text":"Lightning-AI/litAI has context Python."},{"subject":"Lightning-AI/litAI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Lightning-AI/litAI has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c43d7eb0-5f52-4e47-ad86-00490728e4ac","url":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac","json_url":"https://onlylabs.fyi/signals/c43d7eb0-5f52-4e47-ad86-00490728e4ac/signal.json","source_url":"https://github.com/Lightning-AI/litAI","title":"Lightning-AI/litAI","summary":"Lightning AI 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":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-07-23T18:04:31+00:00","first_seen_at":"2026-06-05T22:32:15.3832+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/Lightning-AI/litAI"]},"facets":{"repo":"Lightning-AI/litAI","language":"Python"},"traction":{"github_stars":51,"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/Lightning-AI/litAI","final_url":"https://github.com/Lightning-AI/litAI","title":"Lightning-AI/litAI repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:18.184032+00:00","bytes":26097,"raw_path":"72a1eaadc4ea63b5668e0da923ae31dc3ba35973cedd227a655e56071b8e88ab.json","content_hash":"56af5314f1923572f66624c87d7fc343c99713382fcf8e883c1d38ad0cf25d46","excerpt_chars":1200,"truncated":true,"excerpt":"Lightning-AI/litAI Description: LLM router + minimal agent framework in one. Call any LLM API with OpenAI format. Unified billing, tools, retries, fallback, logging. Build agents and AI apps in pure Python. Full control. Zero magic. Language: Python License: Apache-2.0 Stars: 51 Forks: 11 Open issues: 10 Created: 2025-07-23T18:04:31Z Pushed: 2026-05-11T08:16:37Z Default branch: main Fork: no Archived: no README: <div align='center'> <h2> LLM router and minimal agent framework in one. <br/> Use any model and build agents in pure Python. Full control. Zero magic. </h2> <img alt=\"Lightning\" src=\"https://github.com/user-attachments/assets/0d0b40a7-d7b9-4b59-a0b6-51ba865e5211\" width=\"800px\" style=\"max-width: 100%;\"> &#160; </div> LitAI is an LLM router ([OpenAI format](#openai-compatible)) and minimal agent framework. Chat with any model (ChatGPT, Anthropic, etc) in one line with retries, fallbacks, unified billing, and logging. Build agents with tool use in clean, testable Python - no magic, no flaky APIs, no heavy frameworks. Pay for any model with your [Lightning AI](https://lightning.ai/) credits without additional fees or subscriptions. &#160; <div align='center'> <pre> ✅ Use any..."},"evidence_pages":[{"url":"https://github.com/Lightning-AI/litAI","final_url":"https://github.com/Lightning-AI/litAI","title":"Lightning-AI/litAI repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:18.184032+00:00","bytes":26097,"raw_path":"72a1eaadc4ea63b5668e0da923ae31dc3ba35973cedd227a655e56071b8e88ab.json","content_hash":"56af5314f1923572f66624c87d7fc343c99713382fcf8e883c1d38ad0cf25d46","excerpt_chars":1200,"truncated":true,"excerpt":"Lightning-AI/litAI Description: LLM router + minimal agent framework in one. Call any LLM API with OpenAI format. Unified billing, tools, retries, fallback, logging. Build agents and AI apps in pure Python. Full control. Zero magic. Language: Python License: Apache-2.0 Stars: 51 Forks: 11 Open issues: 10 Created: 2025-07-23T18:04:31Z Pushed: 2026-05-11T08:16:37Z Default branch: main Fork: no Archived: no README: <div align='center'> <h2> LLM router and minimal agent framework in one. <br/> Use any model and build agents in pure Python. Full control. Zero magic. </h2> <img alt=\"Lightning\" src=\"https://github.com/user-attachments/assets/0d0b40a7-d7b9-4b59-a0b6-51ba865e5211\" width=\"800px\" style=\"max-width: 100%;\"> &#160; </div> LitAI is an LLM router ([OpenAI format](#openai-compatible)) and minimal agent framework. Chat with any model (ChatGPT, Anthropic, etc) in one line with retries, fallbacks, unified billing, and logging. Build agents with tool use in clean, testable Python - no magic, no flaky APIs, no heavy frameworks. Pay for any model with your [Lightning AI](https://lightning.ai/) credits without additional fees or subscriptions. &#160; <div align='center'> <pre> ✅ Use any..."}],"related_signals":[{"id":"712f115b-b902-40ce-818f-62db54759019","url":"https://onlylabs.fyi/signals/712f115b-b902-40ce-818f-62db54759019","source_url":"https://github.com/Lightning-AI/LitLogger","title":"Lightning-AI/LitLogger","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-12-20T00:12:15+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"ff4e8e6f-f040-4003-aec0-f4f0621e0391","url":"https://onlylabs.fyi/signals/ff4e8e6f-f040-4003-aec0-f4f0621e0391","source_url":"https://github.com/Lightning-AI/litperf","title":"Lightning-AI/litperf","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-07-26T12:47:10+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"3243fb94-b893-41c8-95e0-75d77bd9e65e","url":"https://onlylabs.fyi/signals/3243fb94-b893-41c8-95e0-75d77bd9e65e","source_url":"https://github.com/Lightning-AI/hello-studio","title":"Lightning-AI/hello-studio","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2025-04-15T11:41:57+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"eeb408bd-9ec1-498d-85f2-49646c59bb91","url":"https://onlylabs.fyi/signals/eeb408bd-9ec1-498d-85f2-49646c59bb91","source_url":"https://github.com/Lightning-AI/LitModels","title":"Lightning-AI/LitModels","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2024-11-15T15:20:49+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"f0555309-2f80-4978-ac4f-7da53861b940","url":"https://onlylabs.fyi/signals/f0555309-2f80-4978-ac4f-7da53861b940","source_url":"https://github.com/Lightning-AI/lightning-thunder","title":"Lightning-AI/lightning-thunder","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2024-03-18T15:30:56+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"},{"id":"cbbb5a60-c09d-4035-8e28-e67f2d734be7","url":"https://onlylabs.fyi/signals/cbbb5a60-c09d-4035-8e28-e67f2d734be7","source_url":"https://github.com/Lightning-AI/litData","title":"Lightning-AI/litData","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"lightning-ai","name":"Lightning AI","category":"neocloud"},"occurred_at":"2024-02-15T18:44:16+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source"}]}