{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Release: replicate/vllm-with-loras v0.0.3b","description":"Replicate release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277","json_url":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277/signal.json","generated_at":"2026-06-11T04:05:34.52439+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277","signal_json":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277/signal.json","source":"https://github.com/replicate/vllm-with-loras/releases/tag/v0.0.3b","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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":"Replicate published replicate/vllm-with-loras v0.0.3b (replicate/vllm-with-loras). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Bugfix: engines support Repository: replicate/vllm-with-loras Tag: v0.0.3b Published: 2023-09-27T21:08:53Z Prerelease: no Release notes: Bugfix: wanted support for a.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/replicate/vllm-with-loras/releases/tag/v0.0.3b","source_host":"github.com","occurred_at":"2023-09-27T21:08:53+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source","context":"replicate/vllm-with-loras"},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"replicate/vllm-with-loras","source":"source"},{"label":"Release","value":"Bugfix: engines support","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/replicate/vllm-with-loras/releases/tag/v0.0.3b"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:05:34.52439+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277/signal.json","dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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/7593b8f9-dbe1-4c86-a259-b4b4478f5277/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/vllm-with-loras/releases/tag/v0.0.3b","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/replicate/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/replicate/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 Replicate's release signal \"replicate/vllm-with-loras v0.0.3b\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/vllm-with-loras v0.0.3b","text":"Replicate released replicate/vllm-with-loras v0.0.3b."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"is classified as","object":"release signal","text":"replicate/vllm-with-loras v0.0.3b is classified as release signal."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"belongs to","object":"releases desk","text":"replicate/vllm-with-loras v0.0.3b belongs to releases desk."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has context","object":"replicate/vllm-with-loras","text":"replicate/vllm-with-loras v0.0.3b has context replicate/vllm-with-loras."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/vllm-with-loras v0.0.3b has evidence coverage 1 captured evidence page."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has captured page count","object":"1","text":"replicate/vllm-with-loras v0.0.3b has captured page count 1."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has readable page count","object":"1","text":"replicate/vllm-with-loras v0.0.3b has readable page count 1."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has related signal count","object":"6","text":"replicate/vllm-with-loras v0.0.3b has related signal count 6."},{"subject":"replicate/vllm-with-loras v0.0.3b","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":"replicate/vllm-with-loras v0.0.3b has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has source host","object":"github.com","text":"replicate/vllm-with-loras v0.0.3b has source host github.com."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has lab","object":"Replicate","text":"replicate/vllm-with-loras v0.0.3b has lab Replicate."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has signal desk","object":"releases","text":"replicate/vllm-with-loras v0.0.3b has signal desk releases."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has source host","object":"github.com","text":"replicate/vllm-with-loras v0.0.3b has source host github.com."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has repository","object":"replicate/vllm-with-loras","text":"replicate/vllm-with-loras v0.0.3b has repository replicate/vllm-with-loras."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has release","object":"Bugfix: engines support","text":"replicate/vllm-with-loras v0.0.3b has release Bugfix: engines support."}]},"intelligence":{"signal_desk":"releases","answer":"Replicate published replicate/vllm-with-loras v0.0.3b (replicate/vllm-with-loras). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Bugfix: engines support Repository: replicate/vllm-with-loras Tag: v0.0.3b Published: 2023-09-27T21:08:53Z Prerelease: no Release notes: Bugfix: wanted support for a.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/vllm-with-loras v0.0.3b","text":"Replicate released replicate/vllm-with-loras v0.0.3b."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"is classified as","object":"release signal","text":"replicate/vllm-with-loras v0.0.3b is classified as release signal."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"belongs to","object":"releases desk","text":"replicate/vllm-with-loras v0.0.3b belongs to releases desk."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has context","object":"replicate/vllm-with-loras","text":"replicate/vllm-with-loras v0.0.3b has context replicate/vllm-with-loras."},{"subject":"replicate/vllm-with-loras v0.0.3b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/vllm-with-loras v0.0.3b has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7593b8f9-dbe1-4c86-a259-b4b4478f5277","url":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277","json_url":"https://onlylabs.fyi/signals/7593b8f9-dbe1-4c86-a259-b4b4478f5277/signal.json","source_url":"https://github.com/replicate/vllm-with-loras/releases/tag/v0.0.3b","title":"replicate/vllm-with-loras v0.0.3b","summary":"Replicate published release notes. onlylabs watches releases for what actually shipped.","context":"replicate/vllm-with-loras","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2023-09-27T21:08:53+00:00","first_seen_at":"2026-06-05T22:32:13.390047+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/replicate/vllm-with-loras/releases/tag/v0.0.3b"]},"facets":{"repo":"replicate/vllm-with-loras"},"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/replicate/vllm-with-loras/releases/tag/v0.0.3b","final_url":"https://github.com/replicate/vllm-with-loras/releases/tag/v0.0.3b","title":"replicate/vllm-with-loras v0.0.3b","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:05:34.52439+00:00","bytes":4256,"raw_path":"b692e290b1c5fc0b149c1335bb5429e7c821e51208e566bafdf7f9fbbec35062.json","content_hash":"ce4311d8b137cb85e7470eccb691602e62f7db025b6c654dc2cf5093cf5f0de8","excerpt_chars":1200,"truncated":false,"excerpt":"Bugfix: engines support Repository: replicate/vllm-with-loras Tag: v0.0.3b Published: 2023-09-27T21:08:53Z Prerelease: no Release notes: Bugfix: wanted support for a `is_lora_active()` method. 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This is an updated wheel which accomplishes that goal."}],"related_signals":[{"id":"a1f92851-6efe-4cd3-a510-179f1b01c5c8","url":"https://onlylabs.fyi/signals/a1f92851-6efe-4cd3-a510-179f1b01c5c8","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.3","title":"replicate/cog v0.21.0-rc.3","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-06-05T14:49:43+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"d5b2b756-e275-4430-8bf9-fedac404599e","url":"https://onlylabs.fyi/signals/d5b2b756-e275-4430-8bf9-fedac404599e","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.2","title":"replicate/cog v0.21.0-rc.2","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-06-02T19:23:01+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"ce05f875-fbe2-43c5-986c-64de8226525a","url":"https://onlylabs.fyi/signals/ce05f875-fbe2-43c5-986c-64de8226525a","source_url":"https://github.com/replicate/cog/releases/tag/v0.21.0-rc.1","title":"replicate/cog v0.21.0-rc.1","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-29T16:25:07+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","url":"https://onlylabs.fyi/signals/f4ad7cb2-7191-43cb-8a05-6f4d748b5ef6","source_url":"https://github.com/replicate/cog/releases/tag/v0.20.0","title":"replicate/cog v0.20.0","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-19T23:00:03+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"e1f65ba4-9409-4e7a-8728-a7257fe48e53","url":"https://onlylabs.fyi/signals/e1f65ba4-9409-4e7a-8728-a7257fe48e53","source_url":"https://github.com/replicate/pget/releases/tag/v0.11.1","title":"replicate/pget v0.11.1","context":"replicate/pget","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-08T22:54:11+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"},{"id":"bfc414b6-e639-49d1-ad4d-7664c9ba189a","url":"https://onlylabs.fyi/signals/bfc414b6-e639-49d1-ad4d-7664c9ba189a","source_url":"https://github.com/replicate/cog/releases/tag/v0.19.3","title":"replicate/cog v0.19.3","context":"replicate/cog","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2026-05-04T22:26:04+00:00","first_seen_at":"2026-06-06T01:49:54.629051+00:00","date_source":"source"}]}