{"schema_version":"onlylabs.public_signal.v1","title":"Clarifai Release: Clarifai/clarifai-python 12.4.1","description":"Clarifai release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/aa2d3b7e-a1c3-4df0-8879-2c1150ad7c60","json_url":"https://onlylabs.fyi/signals/aa2d3b7e-a1c3-4df0-8879-2c1150ad7c60/signal.json","generated_at":"2026-06-11T04:05:18.380624+00:00","org":{"slug":"clarifai","name":"Clarifai","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/clarifai","dossier_json_url":"https://onlylabs.fyi/labs/clarifai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/aa2d3b7e-a1c3-4df0-8879-2c1150ad7c60","signal_json":"https://onlylabs.fyi/signals/aa2d3b7e-a1c3-4df0-8879-2c1150ad7c60/signal.json","source":"https://github.com/Clarifai/clarifai-python/releases/tag/12.4.1","lab_dossier":"https://onlylabs.fyi/labs/clarifai","lab_dossier_json":"https://onlylabs.fyi/labs/clarifai/dossier.json","analysis":"https://onlylabs.fyi/analysis/clarifai","analysis_json":"https://onlylabs.fyi/analysis/clarifai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/clarifai/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":"Clarifai published Clarifai/clarifai-python 12.4.1 (Clarifai/clarifai-python). 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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/aa2d3b7e-a1c3-4df0-8879-2c1150ad7c60/signal.json","required":true},{"label":"source","url":"https://github.com/Clarifai/clarifai-python/releases/tag/12.4.1","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/clarifai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/clarifai/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 Clarifai's release signal \"Clarifai/clarifai-python 12.4.1\" for neocloud strategy."},"semantic_triples":[{"subject":"Clarifai","predicate":"released","object":"Clarifai/clarifai-python 12.4.1","text":"Clarifai released Clarifai/clarifai-python 12.4.1."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"is classified as","object":"release signal","text":"Clarifai/clarifai-python 12.4.1 is classified as release signal."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"belongs to","object":"releases desk","text":"Clarifai/clarifai-python 12.4.1 belongs to releases desk."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has context","object":"Clarifai/clarifai-python","text":"Clarifai/clarifai-python 12.4.1 has context Clarifai/clarifai-python."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Clarifai/clarifai-python 12.4.1 has evidence coverage 1 captured evidence page."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has captured page count","object":"1","text":"Clarifai/clarifai-python 12.4.1 has captured page count 1."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has readable page count","object":"1","text":"Clarifai/clarifai-python 12.4.1 has readable page count 1."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has related signal count","object":"6","text":"Clarifai/clarifai-python 12.4.1 has related signal count 6."},{"subject":"Clarifai/clarifai-python 12.4.1","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":"Clarifai/clarifai-python 12.4.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has source host","object":"github.com","text":"Clarifai/clarifai-python 12.4.1 has source host github.com."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has lab","object":"Clarifai","text":"Clarifai/clarifai-python 12.4.1 has lab Clarifai."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has signal desk","object":"releases","text":"Clarifai/clarifai-python 12.4.1 has signal desk releases."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has source host","object":"github.com","text":"Clarifai/clarifai-python 12.4.1 has source host github.com."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has repository","object":"Clarifai/clarifai-python","text":"Clarifai/clarifai-python 12.4.1 has repository Clarifai/clarifai-python."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has release","object":"Release 12.4.1","text":"Clarifai/clarifai-python 12.4.1 has release Release 12.4.1."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has notability","object":"Routine minor SDK release, no notable traction or community buzz","text":"Clarifai/clarifai-python 12.4.1 has notability Routine minor SDK release, no notable traction or community buzz."},{"subject":"Clarifai/clarifai-python 12.4.1","predicate":"has watch term","object":"Model card","text":"Clarifai/clarifai-python 12.4.1 has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"Clarifai published Clarifai/clarifai-python 12.4.1 (Clarifai/clarifai-python). 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