{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/JustGoal","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0","json_url":"https://onlylabs.fyi/signals/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0/signal.json","generated_at":"2026-10-27T16:13:05.505Z","evidence_latest_fetched_at":"2026-10-27T07:04:17.413315+00:00","signal_first_seen_at":"2026-10-27T07:00:45.080556+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/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0","signal_json":"https://onlylabs.fyi/signals/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0/signal.json","source":"https://github.com/OpenBMB/JustGoal","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/JustGoal (Cuda). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/JustGoal · language Cuda. 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/JustGoal","source_host":"github.com","occurred_at":"2026-10-26T11:06:36+00:00","first_seen_at":"2026-10-27T07:00:45.080556+00:00","date_source":"source","context":"Cuda"},"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/JustGoal","source":"source"},{"label":"Language","value":"Cuda","source":"source"},{"label":"Stars","value":"3","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/JustGoal"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-27T07:04:17.413315+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0/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/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/JustGoal","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/JustGoal\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/JustGoal","text":"OpenBMB (MiniCPM) published repo OpenBMB/JustGoal."},{"subject":"OpenBMB/JustGoal","predicate":"is classified as","object":"repo signal","text":"OpenBMB/JustGoal is classified as repo signal."},{"subject":"OpenBMB/JustGoal","predicate":"belongs to","object":"repos desk","text":"OpenBMB/JustGoal belongs to repos desk."},{"subject":"OpenBMB/JustGoal","predicate":"has context","object":"Cuda","text":"OpenBMB/JustGoal has context Cuda."},{"subject":"OpenBMB/JustGoal","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/JustGoal has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/JustGoal","predicate":"has captured page count","object":"1","text":"OpenBMB/JustGoal has captured page count 1."},{"subject":"OpenBMB/JustGoal","predicate":"has readable page count","object":"1","text":"OpenBMB/JustGoal has readable page count 1."},{"subject":"OpenBMB/JustGoal","predicate":"has related signal count","object":"6","text":"OpenBMB/JustGoal has related signal count 6."},{"subject":"OpenBMB/JustGoal","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/JustGoal 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/JustGoal","predicate":"has source host","object":"github.com","text":"OpenBMB/JustGoal has source host github.com."},{"subject":"OpenBMB/JustGoal","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/JustGoal has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/JustGoal","predicate":"has signal desk","object":"repos","text":"OpenBMB/JustGoal has signal desk repos."},{"subject":"OpenBMB/JustGoal","predicate":"has source host","object":"github.com","text":"OpenBMB/JustGoal has source host github.com."},{"subject":"OpenBMB/JustGoal","predicate":"has repository","object":"OpenBMB/JustGoal","text":"OpenBMB/JustGoal has repository OpenBMB/JustGoal."},{"subject":"OpenBMB/JustGoal","predicate":"has language","object":"Cuda","text":"OpenBMB/JustGoal has language Cuda."},{"subject":"OpenBMB/JustGoal","predicate":"has stars","object":"3","text":"OpenBMB/JustGoal has stars 3."},{"subject":"OpenBMB/JustGoal","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/JustGoal has watch term Eval methodology."},{"subject":"OpenBMB/JustGoal","predicate":"has watch term","object":"Infrastructure","text":"OpenBMB/JustGoal has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/JustGoal (Cuda). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo OpenBMB/JustGoal · language Cuda. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/JustGoal","text":"OpenBMB (MiniCPM) published repo OpenBMB/JustGoal."},{"subject":"OpenBMB/JustGoal","predicate":"is classified as","object":"repo signal","text":"OpenBMB/JustGoal is classified as repo signal."},{"subject":"OpenBMB/JustGoal","predicate":"belongs to","object":"repos desk","text":"OpenBMB/JustGoal belongs to repos desk."},{"subject":"OpenBMB/JustGoal","predicate":"has context","object":"Cuda","text":"OpenBMB/JustGoal has context Cuda."},{"subject":"OpenBMB/JustGoal","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/JustGoal has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0","url":"https://onlylabs.fyi/signals/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0","json_url":"https://onlylabs.fyi/signals/2c75c1c4-bea0-4ab4-bd8a-89bb1f08e5e0/signal.json","source_url":"https://github.com/OpenBMB/JustGoal","title":"OpenBMB/JustGoal","summary":"OpenBMB (MiniCPM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-10-26T11:06:36+00:00","first_seen_at":"2026-10-27T07:00:45.080556+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/JustGoal"]},"facets":{"repo":"OpenBMB/JustGoal","language":"Cuda"},"traction":{"github_stars":3,"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/JustGoal","final_url":"https://github.com/OpenBMB/JustGoal","title":"OpenBMB/JustGoal repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-27T07:04:17.413315+00:00","bytes":12634,"raw_path":"22159a059026cf5c847287d299a61fc44a0a3cbccdcb3026bba5add36964c948.json","content_hash":"57f17905c6d94754b692caa85ff8931a9cc67574741ed04e3ba44c7827d64563","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/JustGoal Language: Cuda License: Apache-2.0 Stars: 3 Forks: 0 Open issues: 0 Created: 2026-10-26T11:06:36Z Pushed: 2026-10-26T11:48:56Z Default branch: main Fork: no Archived: no README: This repository releases the operator (kernel) code from the paper [*JustGoal: With Only a Goal, the AI Baseline Is Above the Expert Kernels*](paper.pdf). JustGoal gives a general-purpose agent only an optimization objective and constraints, without kernel-specific evaluation infrastructure, knowledge bases, or search workflows. The agent builds its own evaluation loop and iterates on its implementations. On NVIDIA B200, JustGoal outperforms open-source libraries on **8 of the 10** operators entering the comparison, with per-operator geometric mean speedups of **1.14–2.34×**, and surpasses the fastest publicly released specialized-agent kernel on **5 of the 9** operators that have one. In a same-model comparison with **Fable 5.1** on single shapes, the KDA-0.5 harness reaches **0.95×** the performance of JustGoal. Repository Layout | Directory | Contents | |-|-| | [`goal_single_shape/`](goal_single_shape/) | `/goal` runs on a single specified shape | |..."},"evidence_pages":[],"related_signals":[{"id":"ef08415f-6f8f-4eae-9920-0b75661e2673","url":"https://onlylabs.fyi/signals/ef08415f-6f8f-4eae-9920-0b75661e2673","source_url":"https://github.com/OpenBMB/llama.cpp-omni","title":"OpenBMB/llama.cpp-omni","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-10-13T04:56:21+00:00","first_seen_at":"2026-10-13T07:00:48.583967+00:00","date_source":"source"},{"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":"a53ee2ce-9811-4d32-bd3b-76f7fabd5d18","url":"https://onlylabs.fyi/signals/a53ee2ce-9811-4d32-bd3b-76f7fabd5d18","source_url":"https://github.com/OpenBMB/SimpleMemVLA","title":"OpenBMB/SimpleMemVLA","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"},{"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"}]}