{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/SimpleMemVLA","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18","json_url":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18/signal.json","generated_at":"2026-10-12T17:37:57.069Z","evidence_latest_fetched_at":"2026-09-14T07:03:11.257278+00:00","signal_first_seen_at":"2026-09-14T07:00:49.644394+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/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18","signal_json":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18/signal.json","source":"https://github.com/OpenBMB/SimpleMemVLA","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/SimpleMemVLA (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/SimpleMemVLA ยท 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/SimpleMemVLA","source_host":"github.com","occurred_at":"2026-08-29T16:37:48+00:00","first_seen_at":"2026-09-14T07:00:49.644394+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/SimpleMemVLA","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"87","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/SimpleMemVLA"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-14T07:03:11.257278+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18/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/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/SimpleMemVLA","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/SimpleMemVLA\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/SimpleMemVLA","text":"OpenBMB (MiniCPM) published repo OpenBMB/SimpleMemVLA."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"is classified as","object":"repo signal","text":"OpenBMB/SimpleMemVLA is classified as repo signal."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"belongs to","object":"repos desk","text":"OpenBMB/SimpleMemVLA belongs to repos desk."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has context","object":"Python","text":"OpenBMB/SimpleMemVLA has context Python."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/SimpleMemVLA has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has captured page count","object":"1","text":"OpenBMB/SimpleMemVLA has captured page count 1."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has readable page count","object":"1","text":"OpenBMB/SimpleMemVLA has readable page count 1."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has related signal count","object":"6","text":"OpenBMB/SimpleMemVLA has related signal count 6."},{"subject":"OpenBMB/SimpleMemVLA","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/SimpleMemVLA 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/SimpleMemVLA","predicate":"has source host","object":"github.com","text":"OpenBMB/SimpleMemVLA has source host github.com."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/SimpleMemVLA has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has signal desk","object":"repos","text":"OpenBMB/SimpleMemVLA has signal desk repos."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has source host","object":"github.com","text":"OpenBMB/SimpleMemVLA has source host github.com."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has repository","object":"OpenBMB/SimpleMemVLA","text":"OpenBMB/SimpleMemVLA has repository OpenBMB/SimpleMemVLA."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has language","object":"Python","text":"OpenBMB/SimpleMemVLA has language Python."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has stars","object":"87","text":"OpenBMB/SimpleMemVLA has stars 87."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/SimpleMemVLA has watch term Eval methodology."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has watch term","object":"Data pipeline","text":"OpenBMB/SimpleMemVLA has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/SimpleMemVLA (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/SimpleMemVLA ยท 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/SimpleMemVLA","text":"OpenBMB (MiniCPM) published repo OpenBMB/SimpleMemVLA."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"is classified as","object":"repo signal","text":"OpenBMB/SimpleMemVLA is classified as repo signal."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"belongs to","object":"repos desk","text":"OpenBMB/SimpleMemVLA belongs to repos desk."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has context","object":"Python","text":"OpenBMB/SimpleMemVLA has context Python."},{"subject":"OpenBMB/SimpleMemVLA","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/SimpleMemVLA has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a53ee2ce-9811-4d32-bd3b-76f7fabd5d18","url":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18","json_url":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18/signal.json","source_url":"https://github.com/OpenBMB/SimpleMemVLA","title":"OpenBMB/SimpleMemVLA","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":"2026-08-29T16:37:48+00:00","first_seen_at":"2026-09-14T07:00:49.644394+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/SimpleMemVLA"]},"facets":{"repo":"OpenBMB/SimpleMemVLA","language":"Python"},"traction":{"github_stars":87,"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/SimpleMemVLA","final_url":"https://github.com/OpenBMB/SimpleMemVLA","title":"OpenBMB/SimpleMemVLA repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-14T07:03:11.257278+00:00","bytes":40913,"raw_path":"b7fec1595ae1df30fd6d31fc97d729d032917ec23aa162d62a484474addac9e8.json","content_hash":"1080e0e27f4728c8d0fa0dde802fd7d5cf80f6dab49fe7098dab35b9541108ff","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/SimpleMemVLA Description: Native-video memory for vision-language-action models, using timestamped visual history and exact streaming inference for long-horizon robot manipulation. Language: Python License: MIT Stars: 31 Forks: 5 Open issues: 1 Created: 2026-08-29T16:37:48Z Pushed: 2026-09-09T17:25:47Z Default branch: main Fork: no Archived: no README: ๐Ÿ”ฅ SimpleMemVLA ๐Ÿ”ฅ A Simple but Effective Native-Video Memory for Vision-Language-Action Models Run 1 โ€” blue, green, red Run 2 โ€” green, red, blue Run 3 โ€” red, green, blue ๐Ÿ”— Quick Links -------------- [๐Ÿง  Overview](#-overview) | [โœจ Highlights](#-highlights) | [๐Ÿ—๏ธ Architecture](#%EF%B8%8F-architecture--streaming-inference) | [๐Ÿ“Š Results](#-results) | [๐Ÿค– Benchmarks](#-supported-benchmarks) | [๐Ÿ› ๏ธ Setup](#%EF%B8%8F-setup) | [๐Ÿ’พ Data & Checkpoints](#-data--checkpoints) | [๐Ÿš€ Training](#-training) | [๐Ÿงช Evaluation](#-evaluation) | [๐Ÿฆพ Real Robot](#-real-robot-deployment) | [๐Ÿงฉ Extending](#-extending-to-a-new-benchmark) | [๐Ÿ“„ Citation](#-citation) ๐Ÿ“ฐ News ------- * **[2026-09]** SimpleMemVLA deployed on a real dual-arm robot for the *cover blocks* memory task โ€” three autonomous rollouts, three block layouts, lids removed in red..."},"evidence_pages":[],"related_signals":[{"id":"d17828df-544d-44c2-93b7-9a7950e298ca","url":"https://onlylabs.fyi/signals/d17828df-544d-44c2-93b7-9a7950e298ca","source_url":"https://github.com/OpenBMB/Trident","title":"OpenBMB/Trident","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-10-08T11:52:19+00:00","first_seen_at":"2026-10-09T07:00:46.059332+00:00","date_source":"source"},{"id":"5d7795b6-8ce5-41e4-8b99-2d3971234e5b","url":"https://onlylabs.fyi/signals/5d7795b6-8ce5-41e4-8b99-2d3971234e5b","source_url":"https://github.com/OpenBMB/T2Mem","title":"OpenBMB/T2Mem","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-09-27T02:30:08+00:00","first_seen_at":"2026-10-12T07:00:46.296015+00:00","date_source":"source"},{"id":"e091269b-c1c3-44fe-855c-66afd105dae5","url":"https://onlylabs.fyi/signals/e091269b-c1c3-44fe-855c-66afd105dae5","source_url":"https://github.com/OpenBMB/Meshy","title":"OpenBMB/Meshy","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"},{"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"}]}