{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Release: OpenBMB/Meshy v0.1.0","description":"OpenBMB (MiniCPM) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3","json_url":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3/signal.json","generated_at":"2026-09-09T18:55:17.928Z","evidence_latest_fetched_at":"2026-09-09T07:02:48.661394+00:00","signal_first_seen_at":"2026-09-09T07:00:44.962997+00:00","org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/openbmb","dossier_json_url":"https://onlylabs.fyi/labs/openbmb/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3","signal_json":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3/signal.json","source":"https://github.com/OpenBMB/Meshy/releases/tag/v0.1.0","lab_dossier":"https://onlylabs.fyi/labs/openbmb","lab_dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis":"https://onlylabs.fyi/analysis/openbmb","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB/Meshy v0.1.0 (OpenBMB/Meshy). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v0.1.0 Repository: OpenBMB/Meshy Tag: v0.1.0 Published: 2026-09-09T06:07:09Z Prerelease: no Release notes: We are thrilled to release **v0.1.0**, the first release of.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/OpenBMB/Meshy/releases/tag/v0.1.0","source_host":"github.com","occurred_at":"2026-09-09T06:07:09+00:00","first_seen_at":"2026-09-09T07:00:44.962997+00:00","date_source":"source","context":"OpenBMB/Meshy"},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"OpenBMB/Meshy","source":"source"},{"label":"Release","value":"v0.1.0","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"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/OpenBMB/Meshy/releases/tag/v0.1.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-09T07:02:48.661394+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3/signal.json","dossier_json":"https://onlylabs.fyi/labs/openbmb/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openbmb/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openbmb/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/Meshy/releases/tag/v0.1.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openbmb/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openbmb/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 OpenBMB (MiniCPM)'s release signal \"OpenBMB/Meshy v0.1.0\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/Meshy v0.1.0","text":"OpenBMB (MiniCPM) released OpenBMB/Meshy v0.1.0."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"is classified as","object":"release signal","text":"OpenBMB/Meshy v0.1.0 is classified as release signal."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"belongs to","object":"releases desk","text":"OpenBMB/Meshy v0.1.0 belongs to releases desk."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has context","object":"OpenBMB/Meshy","text":"OpenBMB/Meshy v0.1.0 has context OpenBMB/Meshy."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/Meshy v0.1.0 has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has captured page count","object":"1","text":"OpenBMB/Meshy v0.1.0 has captured page count 1."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has readable page count","object":"1","text":"OpenBMB/Meshy v0.1.0 has readable page count 1."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has related signal count","object":"6","text":"OpenBMB/Meshy v0.1.0 has related signal count 6."},{"subject":"OpenBMB/Meshy v0.1.0","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":"OpenBMB/Meshy v0.1.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has source host","object":"github.com","text":"OpenBMB/Meshy v0.1.0 has source host github.com."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/Meshy v0.1.0 has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has signal desk","object":"releases","text":"OpenBMB/Meshy v0.1.0 has signal desk releases."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has source host","object":"github.com","text":"OpenBMB/Meshy v0.1.0 has source host github.com."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has repository","object":"OpenBMB/Meshy","text":"OpenBMB/Meshy v0.1.0 has repository OpenBMB/Meshy."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has release","object":"v0.1.0","text":"OpenBMB/Meshy v0.1.0 has release v0.1.0."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB/Meshy v0.1.0 has watch term Infrastructure."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has watch term","object":"Safety and alignment","text":"OpenBMB/Meshy v0.1.0 has watch term Safety and alignment."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has watch term","object":"Agents and tool use","text":"OpenBMB/Meshy v0.1.0 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"OpenBMB (MiniCPM) published OpenBMB/Meshy v0.1.0 (OpenBMB/Meshy). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v0.1.0 Repository: OpenBMB/Meshy Tag: v0.1.0 Published: 2026-09-09T06:07:09Z Prerelease: no Release notes: We are thrilled to release **v0.1.0**, the first release of.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"released","object":"OpenBMB/Meshy v0.1.0","text":"OpenBMB (MiniCPM) released OpenBMB/Meshy v0.1.0."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"is classified as","object":"release signal","text":"OpenBMB/Meshy v0.1.0 is classified as release signal."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"belongs to","object":"releases desk","text":"OpenBMB/Meshy v0.1.0 belongs to releases desk."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has context","object":"OpenBMB/Meshy","text":"OpenBMB/Meshy v0.1.0 has context OpenBMB/Meshy."},{"subject":"OpenBMB/Meshy v0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/Meshy v0.1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a9c9b0cd-2fb9-4951-8534-87a499d8ccf3","url":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3","json_url":"https://onlylabs.fyi/signals/a9c9b0cd-2fb9-4951-8534-87a499d8ccf3/signal.json","source_url":"https://github.com/OpenBMB/Meshy/releases/tag/v0.1.0","title":"OpenBMB/Meshy v0.1.0","summary":"OpenBMB (MiniCPM) published release notes. onlylabs watches releases for what actually shipped.","context":"OpenBMB/Meshy","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-09T06:07:09+00:00","first_seen_at":"2026-09-09T07:00:44.962997+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/OpenBMB/Meshy/releases/tag/v0.1.0"]},"facets":{"repo":"OpenBMB/Meshy"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/OpenBMB/Meshy/releases/tag/v0.1.0","final_url":"https://github.com/OpenBMB/Meshy/releases/tag/v0.1.0","title":"OpenBMB/Meshy v0.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-09T07:02:48.661394+00:00","bytes":4511,"raw_path":"ff63fbdb29d91a3d0a048202044f52be92f727d8e83c73fe596324eb87d8601b.json","content_hash":"f2515a1065b5dfa9961629bb04c5c96d0cac1693e21c81dd577fa0068e043c3b","excerpt_chars":1200,"truncated":true,"excerpt":"v0.1.0 Repository: OpenBMB/Meshy Tag: v0.1.0 Published: 2026-09-09T06:07:09Z Prerelease: no Release notes: We are thrilled to release **v0.1.0**, the first release of **Meshy**, a ray-less asynchronous RL Engine for LLMs. Highlights - **Ray-less, role-driven architecture** Meshy models inference, training, and rollout as independent services coordinated through a shared data plane. - **Native asynchronous RL support** The same service architecture supports on-policy, bounded off-policy, and fully asynchronous training workflows. - **Declarative and flexible topology** Define your training topology in a Python recipe. Each process derives its own placement locally under an SPMD paradigm, without requiring centralized service discovery. - **Unified data and control plane** TransferQueue transports tensors, synchronization signals, and GPU ownership tokens, eliminating the need for direct RPC coordination between services. - **Flexible GPU colocation** Services can be colocated or disaggregated across GPUs, with arbitrary service groups sharing resources through TransferQueue-managed ownership. - **Long-context RL training** Meshy supports context parallelism, dynamic batching,..."},"evidence_pages":[],"related_signals":[{"id":"fecb3258-3fa7-407a-aff9-6b5071393f0e","url":"https://onlylabs.fyi/signals/fecb3258-3fa7-407a-aff9-6b5071393f0e","source_url":"https://github.com/OpenBMB/PilotDeck/releases/tag/v2026.09.09","title":"OpenBMB/PilotDeck v2026.09.09","context":"OpenBMB/PilotDeck","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-09T02:50:46+00:00","first_seen_at":"2026-09-09T07:00:44.962997+00:00","date_source":"source"},{"id":"3f311a0e-d97f-42a0-8970-8d526b3db7be","url":"https://onlylabs.fyi/signals/3f311a0e-d97f-42a0-8970-8d526b3db7be","source_url":"https://github.com/OpenBMB/MiniCPM-V-Apps/releases/tag/v2.5","title":"OpenBMB/MiniCPM-V-Apps v2.5","context":"OpenBMB/MiniCPM-V-Apps","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-08T14:32:44+00:00","first_seen_at":"2026-09-09T07:00:44.962997+00:00","date_source":"source"},{"id":"f0d95915-6336-40af-9547-4fd301bcf570","url":"https://onlylabs.fyi/signals/f0d95915-6336-40af-9547-4fd301bcf570","source_url":"https://github.com/OpenBMB/PilotDeck/releases/tag/v2026.09.07","title":"OpenBMB/PilotDeck v2026.09.07","context":"OpenBMB/PilotDeck","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-07T12:50:31+00:00","first_seen_at":"2026-09-08T07:00:44.414882+00:00","date_source":"source"},{"id":"04b39856-9c37-420d-a44f-53d48776188a","url":"https://onlylabs.fyi/signals/04b39856-9c37-420d-a44f-53d48776188a","source_url":"https://github.com/OpenBMB/PilotDeck/releases/tag/desktop-v2026.09.06","title":"OpenBMB/PilotDeck desktop-v2026.09.06","context":"OpenBMB/PilotDeck","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-05T19:57:53+00:00","first_seen_at":"2026-09-06T07:00:42.836089+00:00","date_source":"source"},{"id":"ccf9717c-173d-4e53-a1c3-c782a021a64a","url":"https://onlylabs.fyi/signals/ccf9717c-173d-4e53-a1c3-c782a021a64a","source_url":"https://github.com/OpenBMB/PilotDeck/releases/tag/desktop-v2026.09.04","title":"OpenBMB/PilotDeck desktop-v2026.09.04","context":"OpenBMB/PilotDeck","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-03T20:26:58+00:00","first_seen_at":"2026-09-04T07:01:36.761539+00:00","date_source":"source"},{"id":"95e9dfe0-7707-4e0f-a70c-f216d98caf19","url":"https://onlylabs.fyi/signals/95e9dfe0-7707-4e0f-a70c-f216d98caf19","source_url":"https://github.com/OpenBMB/PilotDeck/releases/tag/desktop-v2026.09.02","title":"OpenBMB/PilotDeck desktop-v2026.09.02","context":"OpenBMB/PilotDeck","kind":{"key":"release","label":"Release"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-02T12:06:36+00:00","first_seen_at":"2026-09-03T07:00:46.355971+00:00","date_source":"source"}]}