{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Release: friendliai/friendli-model-optimizer v0.10.0","description":"FriendliAI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b58099bd-d50d-43cc-b7e4-60c8452b7dcc","json_url":"https://onlylabs.fyi/signals/b58099bd-d50d-43cc-b7e4-60c8452b7dcc/signal.json","generated_at":"2026-06-11T04:05:54.507113+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/b58099bd-d50d-43cc-b7e4-60c8452b7dcc","signal_json":"https://onlylabs.fyi/signals/b58099bd-d50d-43cc-b7e4-60c8452b7dcc/signal.json","source":"https://github.com/friendliai/friendli-model-optimizer/releases/tag/v0.10.0","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-model-optimizer v0.10.0 (friendliai/friendli-model-optimizer). 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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/b58099bd-d50d-43cc-b7e4-60c8452b7dcc/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/friendli-model-optimizer/releases/tag/v0.10.0","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-model-optimizer v0.10.0\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"released","object":"friendliai/friendli-model-optimizer v0.10.0","text":"FriendliAI released friendliai/friendli-model-optimizer v0.10.0."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"is classified as","object":"release signal","text":"friendliai/friendli-model-optimizer v0.10.0 is classified as release signal."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"belongs to","object":"releases desk","text":"friendliai/friendli-model-optimizer v0.10.0 belongs to releases desk."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has context","object":"friendliai/friendli-model-optimizer","text":"friendliai/friendli-model-optimizer v0.10.0 has context friendliai/friendli-model-optimizer."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/friendli-model-optimizer v0.10.0 has evidence coverage 1 captured evidence page."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has captured page count","object":"1","text":"friendliai/friendli-model-optimizer v0.10.0 has captured page count 1."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has readable page count","object":"1","text":"friendliai/friendli-model-optimizer v0.10.0 has readable page count 1."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has related signal count","object":"6","text":"friendliai/friendli-model-optimizer v0.10.0 has related signal count 6."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","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-model-optimizer v0.10.0 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-model-optimizer v0.10.0","predicate":"has source host","object":"github.com","text":"friendliai/friendli-model-optimizer v0.10.0 has source host github.com."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has lab","object":"FriendliAI","text":"friendliai/friendli-model-optimizer v0.10.0 has lab FriendliAI."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has signal desk","object":"releases","text":"friendliai/friendli-model-optimizer v0.10.0 has signal desk releases."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has source host","object":"github.com","text":"friendliai/friendli-model-optimizer v0.10.0 has source host github.com."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has repository","object":"friendliai/friendli-model-optimizer","text":"friendliai/friendli-model-optimizer v0.10.0 has repository friendliai/friendli-model-optimizer."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has release","object":"v0.10.0","text":"friendliai/friendli-model-optimizer v0.10.0 has release v0.10.0."},{"subject":"friendliai/friendli-model-optimizer v0.10.0","predicate":"has notability","object":"Minor tool release, no traction","text":"friendliai/friendli-model-optimizer v0.10.0 has notability Minor tool release, no traction."}]},"intelligence":{"signal_desk":"releases","answer":"FriendliAI published friendliai/friendli-model-optimizer v0.10.0 (friendliai/friendli-model-optimizer). 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