{"schema_version":"onlylabs.public_signal.v1","title":"Lightning AI Release: Lightning-AI/litgpt v0.5.9","description":"Lightning AI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/67fe50e2-61cf-4cb9-b3d8-661e413344a2","json_url":"https://onlylabs.fyi/signals/67fe50e2-61cf-4cb9-b3d8-661e413344a2/signal.json","generated_at":"2026-06-11T04:05:27.801161+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/67fe50e2-61cf-4cb9-b3d8-661e413344a2","signal_json":"https://onlylabs.fyi/signals/67fe50e2-61cf-4cb9-b3d8-661e413344a2/signal.json","source":"https://github.com/Lightning-AI/litgpt/releases/tag/v0.5.9","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Lightning AI published Lightning-AI/litgpt v0.5.9 (Lightning-AI/litgpt). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Minor release, routine update · v0.5.9 Repository: Lightning-AI/litgpt Tag: v0.5.9 Published: 2025-06-12T20:51:14Z Prerelease: no Release notes: What's Changed * input_pos_maxp1 as a Python integer by.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/Lightning-AI/litgpt/releases/tag/v0.5.9","source_host":"github.com","occurred_at":"2025-06-12T20:51:14+00:00","first_seen_at":"2026-06-05T22:32:15.3832+00:00","date_source":"source","context":"Lightning-AI/litgpt"},"context_markers":[{"label":"Lab","value":"Lightning AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Lightning-AI/litgpt","source":"source"},{"label":"Release","value":"v0.5.9","source":"source"},{"label":"Notability","value":"Minor release, routine update","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/litgpt/releases/tag/v0.5.9"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:05:27.801161+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/67fe50e2-61cf-4cb9-b3d8-661e413344a2/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":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn 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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/67fe50e2-61cf-4cb9-b3d8-661e413344a2/signal.json","required":true},{"label":"source","url":"https://github.com/Lightning-AI/litgpt/releases/tag/v0.5.9","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":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","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 release signal \"Lightning-AI/litgpt v0.5.9\" for neocloud strategy."},"semantic_triples":[{"subject":"Lightning AI","predicate":"released","object":"Lightning-AI/litgpt v0.5.9","text":"Lightning AI released Lightning-AI/litgpt v0.5.9."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"is classified as","object":"release signal","text":"Lightning-AI/litgpt v0.5.9 is classified as release signal."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"belongs to","object":"releases desk","text":"Lightning-AI/litgpt v0.5.9 belongs to releases desk."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has context","object":"Lightning-AI/litgpt","text":"Lightning-AI/litgpt v0.5.9 has context Lightning-AI/litgpt."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Lightning-AI/litgpt v0.5.9 has evidence coverage 1 captured evidence page."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has captured page count","object":"1","text":"Lightning-AI/litgpt v0.5.9 has captured page count 1."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has readable page count","object":"1","text":"Lightning-AI/litgpt v0.5.9 has readable page count 1."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has related signal count","object":"6","text":"Lightning-AI/litgpt v0.5.9 has related signal count 6."},{"subject":"Lightning-AI/litgpt v0.5.9","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":"Lightning-AI/litgpt v0.5.9 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has source host","object":"github.com","text":"Lightning-AI/litgpt v0.5.9 has source host github.com."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has lab","object":"Lightning AI","text":"Lightning-AI/litgpt v0.5.9 has lab Lightning AI."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has signal desk","object":"releases","text":"Lightning-AI/litgpt v0.5.9 has signal desk releases."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has source host","object":"github.com","text":"Lightning-AI/litgpt v0.5.9 has source host github.com."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has repository","object":"Lightning-AI/litgpt","text":"Lightning-AI/litgpt v0.5.9 has repository Lightning-AI/litgpt."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has release","object":"v0.5.9","text":"Lightning-AI/litgpt v0.5.9 has release v0.5.9."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has notability","object":"Minor release, routine update","text":"Lightning-AI/litgpt v0.5.9 has notability Minor release, routine update."},{"subject":"Lightning-AI/litgpt v0.5.9","predicate":"has watch term","object":"Infrastructure","text":"Lightning-AI/litgpt v0.5.9 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Lightning AI published Lightning-AI/litgpt v0.5.9 (Lightning-AI/litgpt). This release signal is evidence of what shipped, changed, or was packaged for users. 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