{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Release: friendliai/LLMServingPerfEvaluator v0.0.1","description":"FriendliAI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/29bcfd0a-a4ca-4cf4-9f42-cb58b7febd2f","json_url":"https://onlylabs.fyi/signals/29bcfd0a-a4ca-4cf4-9f42-cb58b7febd2f/signal.json","generated_at":"2026-06-11T04:05:57.615527+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/29bcfd0a-a4ca-4cf4-9f42-cb58b7febd2f","signal_json":"https://onlylabs.fyi/signals/29bcfd0a-a4ca-4cf4-9f42-cb58b7febd2f/signal.json","source":"https://github.com/friendliai/LLMServingPerfEvaluator/releases/tag/v0.0.1","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/LLMServingPerfEvaluator v0.0.1 (friendliai/LLMServingPerfEvaluator). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Release v0.0.1 🚀 Repository: friendliai/LLMServingPerfEvaluator Tag: v0.0.1 Published: 2024-05-22T10:50:40Z Prerelease: no Release notes: **Full Change Log**:.... 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/LLMServingPerfEvaluator/releases/tag/v0.0.1","source_host":"github.com","occurred_at":"2024-05-22T10:50:40+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"friendliai/LLMServingPerfEvaluator"},"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/LLMServingPerfEvaluator","source":"source"},{"label":"Release","value":"Release v0.0.1 🚀","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/LLMServingPerfEvaluator/releases/tag/v0.0.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:05:57.615527+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/29bcfd0a-a4ca-4cf4-9f42-cb58b7febd2f/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/29bcfd0a-a4ca-4cf4-9f42-cb58b7febd2f/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/LLMServingPerfEvaluator/releases/tag/v0.0.1","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/LLMServingPerfEvaluator v0.0.1\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"released","object":"friendliai/LLMServingPerfEvaluator v0.0.1","text":"FriendliAI released friendliai/LLMServingPerfEvaluator v0.0.1."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"is classified as","object":"release signal","text":"friendliai/LLMServingPerfEvaluator v0.0.1 is classified as release signal."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"belongs to","object":"releases desk","text":"friendliai/LLMServingPerfEvaluator v0.0.1 belongs to releases desk."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has context","object":"friendliai/LLMServingPerfEvaluator","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has context friendliai/LLMServingPerfEvaluator."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has evidence coverage 1 captured evidence page."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has captured page count","object":"1","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has captured page count 1."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has readable page count","object":"1","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has readable page count 1."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has related signal count","object":"6","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has related signal count 6."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","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/LLMServingPerfEvaluator v0.0.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has source host","object":"github.com","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has source host github.com."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has lab","object":"FriendliAI","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has lab FriendliAI."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has signal desk","object":"releases","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has signal desk releases."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has source host","object":"github.com","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has source host github.com."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has repository","object":"friendliai/LLMServingPerfEvaluator","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has repository friendliai/LLMServingPerfEvaluator."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has release","object":"Release v0.0.1 🚀","text":"friendliai/LLMServingPerfEvaluator v0.0.1 has release Release v0.0.1 🚀."}]},"intelligence":{"signal_desk":"releases","answer":"FriendliAI published friendliai/LLMServingPerfEvaluator v0.0.1 (friendliai/LLMServingPerfEvaluator). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Release v0.0.1 🚀 Repository: friendliai/LLMServingPerfEvaluator Tag: v0.0.1 Published: 2024-05-22T10:50:40Z Prerelease: no Release notes: **Full Change Log**:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"released","object":"friendliai/LLMServingPerfEvaluator v0.0.1","text":"FriendliAI released friendliai/LLMServingPerfEvaluator v0.0.1."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"is classified as","object":"release signal","text":"friendliai/LLMServingPerfEvaluator v0.0.1 is classified as release signal."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"belongs to","object":"releases desk","text":"friendliai/LLMServingPerfEvaluator v0.0.1 belongs to releases desk."},{"subject":"friendliai/LLMServingPerfEvaluator v0.0.1","predicate":"has 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shipped.","context":"friendliai/LLMServingPerfEvaluator","kind":{"key":"release","label":"Release"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-05-22T10:50:40+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/LLMServingPerfEvaluator/releases/tag/v0.0.1"]},"facets":{"repo":"friendliai/LLMServingPerfEvaluator"},"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/LLMServingPerfEvaluator/releases/tag/v0.0.1","final_url":"https://github.com/friendliai/LLMServingPerfEvaluator/releases/tag/v0.0.1","title":"friendliai/LLMServingPerfEvaluator 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