{"schema_version":"onlylabs.public_signal.v1","title":"OpenBMB (MiniCPM) Repo: OpenBMB/ForgeStencil","description":"OpenBMB (MiniCPM) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185","json_url":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185/signal.json","generated_at":"2026-08-28T17:30:29.273Z","evidence_latest_fetched_at":"2026-08-04T07:02:03.089241+00:00","signal_first_seen_at":"2026-08-04T07:00:44.69016+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/891fe970-84c2-436c-9185-c163b106d185","signal_json":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185/signal.json","source":"https://github.com/OpenBMB/ForgeStencil","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/ForgeStencil (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/ForgeStencil · language Cuda · Routine repo with low GitHub stars.. 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/ForgeStencil","source_host":"github.com","occurred_at":"2026-08-03T16:22:27+00:00","first_seen_at":"2026-08-04T07:00:44.69016+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/ForgeStencil","source":"source"},{"label":"Language","value":"Cuda","source":"source"},{"label":"Stars","value":"63","source":"traction"},{"label":"Notability","value":"Routine repo with low GitHub stars.","source":"signal"},{"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/ForgeStencil"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-04T07:02:03.089241+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185/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/891fe970-84c2-436c-9185-c163b106d185/signal.json","required":true},{"label":"source","url":"https://github.com/OpenBMB/ForgeStencil","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/ForgeStencil\" for neolab strategy."},"semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/ForgeStencil","text":"OpenBMB (MiniCPM) published repo OpenBMB/ForgeStencil."},{"subject":"OpenBMB/ForgeStencil","predicate":"is classified as","object":"repo signal","text":"OpenBMB/ForgeStencil is classified as repo signal."},{"subject":"OpenBMB/ForgeStencil","predicate":"belongs to","object":"repos desk","text":"OpenBMB/ForgeStencil belongs to repos desk."},{"subject":"OpenBMB/ForgeStencil","predicate":"has context","object":"Cuda","text":"OpenBMB/ForgeStencil has context Cuda."},{"subject":"OpenBMB/ForgeStencil","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/ForgeStencil has evidence coverage 1 captured evidence page."},{"subject":"OpenBMB/ForgeStencil","predicate":"has captured page count","object":"1","text":"OpenBMB/ForgeStencil has captured page count 1."},{"subject":"OpenBMB/ForgeStencil","predicate":"has readable page count","object":"1","text":"OpenBMB/ForgeStencil has readable page count 1."},{"subject":"OpenBMB/ForgeStencil","predicate":"has related signal count","object":"6","text":"OpenBMB/ForgeStencil has related signal count 6."},{"subject":"OpenBMB/ForgeStencil","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/ForgeStencil 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/ForgeStencil","predicate":"has source host","object":"github.com","text":"OpenBMB/ForgeStencil has source host github.com."},{"subject":"OpenBMB/ForgeStencil","predicate":"has lab","object":"OpenBMB (MiniCPM)","text":"OpenBMB/ForgeStencil has lab OpenBMB (MiniCPM)."},{"subject":"OpenBMB/ForgeStencil","predicate":"has signal desk","object":"repos","text":"OpenBMB/ForgeStencil has signal desk repos."},{"subject":"OpenBMB/ForgeStencil","predicate":"has source host","object":"github.com","text":"OpenBMB/ForgeStencil has source host github.com."},{"subject":"OpenBMB/ForgeStencil","predicate":"has repository","object":"OpenBMB/ForgeStencil","text":"OpenBMB/ForgeStencil has repository OpenBMB/ForgeStencil."},{"subject":"OpenBMB/ForgeStencil","predicate":"has language","object":"Cuda","text":"OpenBMB/ForgeStencil has language Cuda."},{"subject":"OpenBMB/ForgeStencil","predicate":"has stars","object":"63","text":"OpenBMB/ForgeStencil has stars 63."},{"subject":"OpenBMB/ForgeStencil","predicate":"has notability","object":"Routine repo with low GitHub stars.","text":"OpenBMB/ForgeStencil has notability Routine repo with low GitHub stars.."},{"subject":"OpenBMB/ForgeStencil","predicate":"has watch term","object":"Eval methodology","text":"OpenBMB/ForgeStencil has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"OpenBMB (MiniCPM) published OpenBMB/ForgeStencil (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/ForgeStencil · language Cuda · Routine repo with low GitHub stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"OpenBMB (MiniCPM)","predicate":"published repo","object":"OpenBMB/ForgeStencil","text":"OpenBMB (MiniCPM) published repo OpenBMB/ForgeStencil."},{"subject":"OpenBMB/ForgeStencil","predicate":"is classified as","object":"repo signal","text":"OpenBMB/ForgeStencil is classified as repo signal."},{"subject":"OpenBMB/ForgeStencil","predicate":"belongs to","object":"repos desk","text":"OpenBMB/ForgeStencil belongs to repos desk."},{"subject":"OpenBMB/ForgeStencil","predicate":"has context","object":"Cuda","text":"OpenBMB/ForgeStencil has context Cuda."},{"subject":"OpenBMB/ForgeStencil","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenBMB/ForgeStencil has evidence coverage 1 captured evidence page."}]},"signal":{"id":"891fe970-84c2-436c-9185-c163b106d185","url":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185","json_url":"https://onlylabs.fyi/signals/891fe970-84c2-436c-9185-c163b106d185/signal.json","source_url":"https://github.com/OpenBMB/ForgeStencil","title":"OpenBMB/ForgeStencil","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":"2026-08-03T16:22:27+00:00","first_seen_at":"2026-08-04T07:00:44.69016+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/ForgeStencil"]},"facets":{"repo":"OpenBMB/ForgeStencil","language":"Cuda"},"traction":{"github_stars":63,"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/ForgeStencil","final_url":"https://github.com/OpenBMB/ForgeStencil","title":"OpenBMB/ForgeStencil repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-04T07:02:03.089241+00:00","bytes":27164,"raw_path":"7a8cd97f5e9cf85a5b40423779e6ea63965629488a8825f3a188775df7b67fe3.json","content_hash":"7ef51b02ba2776d698b4ad3a1f51fcdb92cc3b270cd38dc67338bc98ca3d20ff","excerpt_chars":1200,"truncated":true,"excerpt":"OpenBMB/ForgeStencil Language: Cuda License: Apache-2.0 Stars: 14 Forks: 1 Open issues: 0 Created: 2026-08-03T16:22:27Z Pushed: 2026-08-03T16:48:13Z Default branch: main Fork: no Archived: no README: ForgeStencil pairs two LLM agents that together turn a stencil optimization idea into a verified speedup inside real software — with no human in the loop. It has been run on **100 end-to-end validated applications** (oil & gas, electromagnetics, medical imaging, CFD, climate, astrophysics, materials, HPC benchmarks), delivering a **median 1.41× / geometric-mean 2.05×** end-to-end speedup, every number **reproducible against the application's own production GPU code**. 🧭 Architecture ```mermaid flowchart LR subgraph KA[\"Kernel Agent\"] direction LR P[Plan] --> C[Code] --> Pr[Profile] --> P end subgraph AA[\"App Agent\"] direction LR H[Locate hotspot] --> F[\"Forge app-specific operator (knowledge-base-driven)\"] --> V[Verify correctness] --> I[Integrate] end KA -->|optimized operators| LIB[(\"kernel/ operator library = knowledge base\")] LIB -->|techniques & operators| AA AA -->|\"single USE_OURS switch\"| HR[\"Harness: interleaved measure vs the app's own GPU code\"] HR -->|validated speedup|..."},"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":"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"},{"id":"5f144222-cb1d-48a1-b11d-1d824580104f","url":"https://onlylabs.fyi/signals/5f144222-cb1d-48a1-b11d-1d824580104f","source_url":"https://github.com/OpenBMB/MA-ProofBench","title":"OpenBMB/MA-ProofBench","context":"Lean","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"openbmb","name":"OpenBMB (MiniCPM)","category":"neolab"},"occurred_at":"2026-06-10T09:48:54+00:00","first_seen_at":"2026-06-15T07:00:40.049849+00:00","date_source":"source"}]}