{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/Meshy","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5","json_url":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5/signal.json","generated_at":"2026-09-09T18:56:33.651Z","evidence_latest_fetched_at":"2026-09-08T07:02:52.115117+00:00","signal_first_seen_at":"2026-09-08T07:00:44.414882+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/e091269b-c1c3-44fe-855c-66afd105dae5","signal_json":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5/signal.json","source":"https://github.com/OpenBMB/Meshy","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"OpenBMB (MiniCPM) published OpenBMB/Meshy (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/Meshy · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/OpenBMB/Meshy","source_host":"github.com","occurred_at":"2026-09-04T02:45:08+00:00","first_seen_at":"2026-09-08T07:00:44.414882+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"OpenBMB (MiniCPM)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"OpenBMB/Meshy","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"118","source":"traction"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-08T07:02:52.115117+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/Meshy","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":null,"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 repo signal \"OpenBMB/Meshy\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/Meshy","text":"OpenBMB (MiniCPM) published repo OpenBMB/Meshy."},{"subject":"OpenBMB/Meshy","predicate":"is classified as","object":"repo signal","text":"OpenBMB/Meshy is classified as repo signal."},{"subject":"OpenBMB/Meshy","predicate":"belongs to","object":"repos desk","text":"OpenBMB/Meshy belongs to repos desk."},{"subject":"OpenBMB/Meshy","predicate":"has context","object":"Python","text":"OpenBMB/Meshy has context Python."},{"subject":"OpenBMB/Meshy","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/Meshy has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/Meshy","predicate":"has captured page count","object":"1","text":"OpenBMB/Meshy has captured page count 1."},{"subject":"OpenBMB/Meshy","predicate":"has readable page count","object":"1","text":"OpenBMB/Meshy has readable page count 1."},{"subject":"OpenBMB/Meshy","predicate":"has related signal count","object":"6","text":"OpenBMB/Meshy has related signal count 6."},{"subject":"OpenBMB/Meshy","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"OpenBMB/Meshy has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"OpenBMB/Meshy","predicate":"has source host","object":"github.com","text":"OpenBMB/Meshy has source host github.com."},{"subject":"OpenBMB/Meshy","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/Meshy has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/Meshy","predicate":"has signal desk","object":"repos","text":"OpenBMB/Meshy has signal desk repos."},{"subject":"OpenBMB/Meshy","predicate":"has source host","object":"github.com","text":"OpenBMB/Meshy has source host github.com."},{"subject":"OpenBMB/Meshy","predicate":"has repository","object":"OpenBMB/Meshy","text":"OpenBMB/Meshy has repository OpenBMB/Meshy."},{"subject":"OpenBMB/Meshy","predicate":"has language","object":"Python","text":"OpenBMB/Meshy has language Python."},{"subject":"OpenBMB/Meshy","predicate":"has stars","object":"118","text":"OpenBMB/Meshy has stars 118."},{"subject":"OpenBMB/Meshy","predicate":"has watch term","object":"Model card","text":"OpenBMB/Meshy has watch term Model card."},{"subject":"OpenBMB/Meshy","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB/Meshy has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/Meshy (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/Meshy · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/Meshy","text":"OpenBMB (MiniCPM) published repo OpenBMB/Meshy."},{"subject":"OpenBMB/Meshy","predicate":"is classified as","object":"repo signal","text":"OpenBMB/Meshy is classified as repo signal."},{"subject":"OpenBMB/Meshy","predicate":"belongs to","object":"repos desk","text":"OpenBMB/Meshy belongs to repos desk."},{"subject":"OpenBMB/Meshy","predicate":"has context","object":"Python","text":"OpenBMB/Meshy has context Python."},{"subject":"OpenBMB/Meshy","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/Meshy has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e091269b-c1c3-44fe-855c-66afd105dae5","url":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5","json_url":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5/signal.json","source_url":"https://github.com/OpenBMB/Meshy","title":"OpenBMB/Meshy","summary":"OpenBMB (MiniCPM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-04T02:45:08+00:00","first_seen_at":"2026-09-08T07:00:44.414882+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"]},"facets":{"repo":"OpenBMB/Meshy","language":"Python"},"traction":{"github_stars":118,"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","final_url":"https://github.com/OpenBMB/Meshy","title":"OpenBMB/Meshy repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-08T07:02:52.115117+00:00","bytes":17738,"raw_path":"0641d704171c660d7d1f2bda9da635df86b42a57e5661d3d7aae1a6340d44c39.json","content_hash":"73befde67800aade365f38b7b43372972e64bc6b28b04c8e58611fc50b480656","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/Meshy Language: Python Stars: 27 Forks: 2 Open issues: 0 Created: 2026-09-04T02:45:08Z Pushed: 2026-09-08T03:57:20Z Default branch: main Fork: no Archived: no README: Meshy models every role of an RL run as an independent service. Samples flow between services through a single TransferQueue data plane, control flow is driven by data availability, and the whole topology is derived locally by each process from one declarative recipe. Built on SGLang and torchtitan. Highlights - 🧩 **Every role as a service.** Inference, training and rollout run as independent processes that talk through queue columns and a handful of gate signals. There is no driver that fans out RPCs or forwards every tensor. - 🗂️ **TransferQueue as both data and control plane.** All communication happens through queue columns; column readiness is the only control signal, so services never handshake directly. Gate pulses, GPU ownership, and tensors themselves travel in the same middleware. - ⚡ **Native async algorithm support.** Recipe of on-policy, bounded off-policy and fully asynchronous training uses the same set of services with only change of rollout pacing window as a knob. - 🧭 **Topology as a pure..."},"evidence_pages":[],"related_signals":[{"id":"3dcc156e-3f8c-4a81-8eb6-4e716e32bff1","url":"https://onlylabs.fyi/signals/3dcc156e-3f8c-4a81-8eb6-4e716e32bff1","source_url":"https://github.com/OpenBMB/SimpleNav","title":"OpenBMB/SimpleNav","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-08-27T02:52:20+00:00","first_seen_at":"2026-08-28T07:00:43.375769+00:00","date_source":"source"},{"id":"3616e7dd-501b-4a37-8402-ae6403dd0814","url":"https://onlylabs.fyi/signals/3616e7dd-501b-4a37-8402-ae6403dd0814","source_url":"https://github.com/OpenBMB/MathForm","title":"OpenBMB/MathForm","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-08-14T02:58:25+00:00","first_seen_at":"2026-08-17T07:00:47.019426+00:00","date_source":"source"},{"id":"891fe970-84c2-436c-9185-c163b106d185","url":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185","source_url":"https://github.com/OpenBMB/ForgeStencil","title":"OpenBMB/ForgeStencil","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-08-03T16:22:27+00:00","first_seen_at":"2026-08-04T07:00:44.69016+00:00","date_source":"source"},{"id":"8070c75c-743b-4f3f-ac89-90d7ff10bd6b","url":"https://onlylabs.fyi/signals/8070c75c-743b-4f3f-ac89-90d7ff10bd6b","source_url":"https://github.com/OpenBMB/MiniCPM-Robot","title":"OpenBMB/MiniCPM-Robot","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-07-18T19:35:23+00:00","first_seen_at":"2026-07-19T07:00:43.508063+00:00","date_source":"source"},{"id":"db26ee44-62f8-4000-8e57-5491c9fb315c","url":"https://onlylabs.fyi/signals/db26ee44-62f8-4000-8e57-5491c9fb315c","source_url":"https://github.com/OpenBMB/StaffDeck","title":"OpenBMB/StaffDeck","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-07-13T03:31:47+00:00","first_seen_at":"2026-07-16T07:01:34.560641+00:00","date_source":"source"},{"id":"8436400b-ce06-41e6-81dc-ff77f25e46ac","url":"https://onlylabs.fyi/signals/8436400b-ce06-41e6-81dc-ff77f25e46ac","source_url":"https://github.com/OpenBMB/SHIFT","title":"OpenBMB/SHIFT","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-20T04:39:19+00:00","first_seen_at":"2026-06-23T07:00:39.391996+00:00","date_source":"source"}]}