{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Release: friendliai/friendli-client v1.5.7","description":"FriendliAI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/32af51d2-8d83-48c3-9091-0b40587064a7","json_url":"https://onlylabs.fyi/signals/32af51d2-8d83-48c3-9091-0b40587064a7/signal.json","generated_at":"2026-06-11T04:05:54.529324+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/32af51d2-8d83-48c3-9091-0b40587064a7","signal_json":"https://onlylabs.fyi/signals/32af51d2-8d83-48c3-9091-0b40587064a7/signal.json","source":"https://github.com/friendliai/friendli-client/releases/tag/v1.5.7","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-client v1.5.7 (friendliai/friendli-client). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine client library version update, no notable traction. · Release v1.5.7 🚀 Repository: friendliai/friendli-client Tag: v1.5.7 Published: 2025-01-24T03:10:55Z Prerelease: no Release notes: - Update API proto to support custom.... 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-client/releases/tag/v1.5.7","source_host":"github.com","occurred_at":"2025-01-24T03:10:55+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"friendliai/friendli-client"},"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-client","source":"source"},{"label":"Release","value":"Release v1.5.7 🚀","source":"source"},{"label":"Notability","value":"Routine client library version update, no notable traction.","source":"signal"}],"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-client/releases/tag/v1.5.7"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:05:54.529324+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/32af51d2-8d83-48c3-9091-0b40587064a7/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/32af51d2-8d83-48c3-9091-0b40587064a7/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/friendli-client/releases/tag/v1.5.7","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-client v1.5.7\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"released","object":"friendliai/friendli-client v1.5.7","text":"FriendliAI released friendliai/friendli-client v1.5.7."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"is classified as","object":"release signal","text":"friendliai/friendli-client v1.5.7 is classified as release signal."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"belongs to","object":"releases desk","text":"friendliai/friendli-client v1.5.7 belongs to releases desk."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has context","object":"friendliai/friendli-client","text":"friendliai/friendli-client v1.5.7 has context friendliai/friendli-client."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/friendli-client v1.5.7 has evidence coverage 1 captured evidence page."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has captured page count","object":"1","text":"friendliai/friendli-client v1.5.7 has captured page count 1."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has readable page count","object":"1","text":"friendliai/friendli-client v1.5.7 has readable page count 1."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has related signal count","object":"6","text":"friendliai/friendli-client v1.5.7 has related signal count 6."},{"subject":"friendliai/friendli-client v1.5.7","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-client v1.5.7 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-client v1.5.7","predicate":"has source host","object":"github.com","text":"friendliai/friendli-client v1.5.7 has source host github.com."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has lab","object":"FriendliAI","text":"friendliai/friendli-client v1.5.7 has lab FriendliAI."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has signal desk","object":"releases","text":"friendliai/friendli-client v1.5.7 has signal desk releases."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has source host","object":"github.com","text":"friendliai/friendli-client v1.5.7 has source host github.com."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has repository","object":"friendliai/friendli-client","text":"friendliai/friendli-client v1.5.7 has repository friendliai/friendli-client."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has release","object":"Release v1.5.7 🚀","text":"friendliai/friendli-client v1.5.7 has release Release v1.5.7 🚀."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has notability","object":"Routine client library version update, no notable traction.","text":"friendliai/friendli-client v1.5.7 has notability Routine client library version update, no notable traction.."}]},"intelligence":{"signal_desk":"releases","answer":"FriendliAI published friendliai/friendli-client v1.5.7 (friendliai/friendli-client). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine client library version update, no notable traction. · Release v1.5.7 🚀 Repository: friendliai/friendli-client Tag: v1.5.7 Published: 2025-01-24T03:10:55Z Prerelease: no Release notes: - Update API proto to support custom.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"released","object":"friendliai/friendli-client v1.5.7","text":"FriendliAI released friendliai/friendli-client v1.5.7."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"is classified as","object":"release signal","text":"friendliai/friendli-client v1.5.7 is classified as release signal."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"belongs to","object":"releases desk","text":"friendliai/friendli-client v1.5.7 belongs to releases desk."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has context","object":"friendliai/friendli-client","text":"friendliai/friendli-client v1.5.7 has context friendliai/friendli-client."},{"subject":"friendliai/friendli-client v1.5.7","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/friendli-client v1.5.7 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"32af51d2-8d83-48c3-9091-0b40587064a7","url":"https://onlylabs.fyi/signals/32af51d2-8d83-48c3-9091-0b40587064a7","json_url":"https://onlylabs.fyi/signals/32af51d2-8d83-48c3-9091-0b40587064a7/signal.json","source_url":"https://github.com/friendliai/friendli-client/releases/tag/v1.5.7","title":"friendliai/friendli-client v1.5.7","summary":"FriendliAI published release notes. onlylabs watches releases for what actually shipped.","context":"friendliai/friendli-client","kind":{"key":"release","label":"Release"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-01-24T03:10:55+00:00","first_seen_at":"2026-06-05T22:32:12.597479+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/friendliai/friendli-client/releases/tag/v1.5.7"]},"facets":{"repo":"friendliai/friendli-client"},"traction":{"github_stars":null,"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/friendliai/friendli-client/releases/tag/v1.5.7","final_url":"https://github.com/friendliai/friendli-client/releases/tag/v1.5.7","title":"friendliai/friendli-client v1.5.7","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:05:54.529324+00:00","bytes":2308,"raw_path":"9591a3a4d88c2d1175c220b0959d066789857f9802d7e89755fa7ebe608f8d4c.json","content_hash":"10978222803915b9a81e6eca4b05af88b4d11247c005f3c6e718707edd4c0ffa","excerpt_chars":1200,"truncated":false,"excerpt":"Release v1.5.7 🚀 Repository: friendliai/friendli-client Tag: v1.5.7 Published: 2025-01-24T03:10:55Z Prerelease: no Release notes: - 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