{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Release: friendliai/friendli-python v0.12.3","description":"FriendliAI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f07216e5-d101-4764-a946-bb4609f6786c","json_url":"https://onlylabs.fyi/signals/f07216e5-d101-4764-a946-bb4609f6786c/signal.json","generated_at":"2026-06-11T04:05:54.112172+00:00","org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/friendliai","dossier_json_url":"https://onlylabs.fyi/labs/friendliai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/f07216e5-d101-4764-a946-bb4609f6786c","signal_json":"https://onlylabs.fyi/signals/f07216e5-d101-4764-a946-bb4609f6786c/signal.json","source":"https://github.com/friendliai/friendli-python/releases/tag/v0.12.3","lab_dossier":"https://onlylabs.fyi/labs/friendliai","lab_dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis":"https://onlylabs.fyi/analysis/friendliai","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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":"FriendliAI published friendliai/friendli-python v0.12.3 (friendliai/friendli-python). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library version bump · python - v0.12.3 - 2025-12-24 02:01:52 Repository: friendliai/friendli-python Tag: v0.12.3 Published: 2025-12-24T02:01:54Z Prerelease: no Release notes: Generated 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/friendliai/friendli-python/releases/tag/v0.12.3","source_host":"github.com","occurred_at":"2025-12-24T02:01:54+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"friendliai/friendli-python"},"context_markers":[{"label":"Lab","value":"FriendliAI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"friendliai/friendli-python","source":"source"},{"label":"Release","value":"python - v0.12.3 - 2025-12-24 02:01:52","source":"source"},{"label":"Notability","value":"Routine library version bump","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/friendliai/friendli-python/releases/tag/v0.12.3"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:05:54.112172+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f07216e5-d101-4764-a946-bb4609f6786c/signal.json","dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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/f07216e5-d101-4764-a946-bb4609f6786c/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/friendli-python/releases/tag/v0.12.3","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/friendliai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/friendliai/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 FriendliAI's release signal \"friendliai/friendli-python v0.12.3\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"released","object":"friendliai/friendli-python v0.12.3","text":"FriendliAI released friendliai/friendli-python v0.12.3."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"is classified as","object":"release signal","text":"friendliai/friendli-python v0.12.3 is classified as release signal."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"belongs to","object":"releases desk","text":"friendliai/friendli-python v0.12.3 belongs to releases desk."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has context","object":"friendliai/friendli-python","text":"friendliai/friendli-python v0.12.3 has context friendliai/friendli-python."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/friendli-python v0.12.3 has evidence coverage 1 captured evidence page."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has captured page count","object":"1","text":"friendliai/friendli-python v0.12.3 has captured page count 1."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has readable page count","object":"1","text":"friendliai/friendli-python v0.12.3 has readable page count 1."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has related signal count","object":"6","text":"friendliai/friendli-python v0.12.3 has related signal count 6."},{"subject":"friendliai/friendli-python v0.12.3","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":"friendliai/friendli-python v0.12.3 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has source host","object":"github.com","text":"friendliai/friendli-python v0.12.3 has source host github.com."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has lab","object":"FriendliAI","text":"friendliai/friendli-python v0.12.3 has lab FriendliAI."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has signal desk","object":"releases","text":"friendliai/friendli-python v0.12.3 has signal desk releases."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has source host","object":"github.com","text":"friendliai/friendli-python v0.12.3 has source host github.com."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has repository","object":"friendliai/friendli-python","text":"friendliai/friendli-python v0.12.3 has repository friendliai/friendli-python."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has release","object":"python - v0.12.3 - 2025-12-24 02:01:52","text":"friendliai/friendli-python v0.12.3 has release python - v0.12.3 - 2025-12-24 02:01:52."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has notability","object":"Routine library version bump","text":"friendliai/friendli-python v0.12.3 has notability Routine library version bump."},{"subject":"friendliai/friendli-python v0.12.3","predicate":"has watch term","object":"Infrastructure","text":"friendliai/friendli-python v0.12.3 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"FriendliAI published friendliai/friendli-python v0.12.3 (friendliai/friendli-python). This release signal is evidence of what shipped, changed, or was packaged for users. 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