{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/BusyBox","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90","json_url":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90/signal.json","generated_at":"2026-06-27T00:46:39.498Z","evidence_latest_fetched_at":"2026-06-21T07:03:40.292834+00:00","signal_first_seen_at":"2026-06-21T07:00:30.879198+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90","signal_json":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90/signal.json","source":"https://github.com/microsoft/BusyBox","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/BusyBox (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/BusyBox · language Jupyter Notebook · Low traction, likely a minor fork or utility.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/BusyBox","source_host":"github.com","occurred_at":"2025-09-05T06:30:53+00:00","first_seen_at":"2026-06-21T07:00:30.879198+00:00","date_source":"source","context":"Jupyter Notebook"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/BusyBox","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"22","source":"traction"},{"label":"Notability","value":"Low traction, likely a minor fork or utility.","source":"signal"},{"label":"Watch term","value":"Eval 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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","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/BusyBox","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/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 Microsoft's repo signal \"microsoft/BusyBox\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/BusyBox","text":"Microsoft published repo microsoft/BusyBox."},{"subject":"microsoft/BusyBox","predicate":"is classified as","object":"repo signal","text":"microsoft/BusyBox is classified as repo signal."},{"subject":"microsoft/BusyBox","predicate":"belongs to","object":"repos desk","text":"microsoft/BusyBox belongs to repos desk."},{"subject":"microsoft/BusyBox","predicate":"has context","object":"Jupyter Notebook","text":"microsoft/BusyBox has context Jupyter Notebook."},{"subject":"microsoft/BusyBox","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/BusyBox has evidence coverage 1 captured evidence page."},{"subject":"microsoft/BusyBox","predicate":"has captured page count","object":"1","text":"microsoft/BusyBox has captured page count 1."},{"subject":"microsoft/BusyBox","predicate":"has readable page 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desk","object":"repos","text":"microsoft/BusyBox has signal desk repos."},{"subject":"microsoft/BusyBox","predicate":"has source host","object":"github.com","text":"microsoft/BusyBox has source host github.com."},{"subject":"microsoft/BusyBox","predicate":"has repository","object":"microsoft/BusyBox","text":"microsoft/BusyBox has repository microsoft/BusyBox."},{"subject":"microsoft/BusyBox","predicate":"has language","object":"Jupyter Notebook","text":"microsoft/BusyBox has language Jupyter Notebook."},{"subject":"microsoft/BusyBox","predicate":"has stars","object":"22","text":"microsoft/BusyBox has stars 22."},{"subject":"microsoft/BusyBox","predicate":"has notability","object":"Low traction, likely a minor fork or utility.","text":"microsoft/BusyBox has notability Low traction, likely a minor fork or utility.."},{"subject":"microsoft/BusyBox","predicate":"has watch term","object":"Eval methodology","text":"microsoft/BusyBox has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/BusyBox (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/BusyBox · language Jupyter Notebook · Low traction, likely a minor fork or utility.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/BusyBox","text":"Microsoft published repo microsoft/BusyBox."},{"subject":"microsoft/BusyBox","predicate":"is classified as","object":"repo signal","text":"microsoft/BusyBox is classified as repo signal."},{"subject":"microsoft/BusyBox","predicate":"belongs to","object":"repos desk","text":"microsoft/BusyBox belongs to repos desk."},{"subject":"microsoft/BusyBox","predicate":"has context","object":"Jupyter Notebook","text":"microsoft/BusyBox has context Jupyter Notebook."},{"subject":"microsoft/BusyBox","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/BusyBox has evidence coverage 1 captured evidence page."}]},"signal":{"id":"55c9e953-1803-4c35-b170-4d1d018f9f90","url":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90","json_url":"https://onlylabs.fyi/signals/55c9e953-1803-4c35-b170-4d1d018f9f90/signal.json","source_url":"https://github.com/microsoft/BusyBox","title":"microsoft/BusyBox","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-09-05T06:30:53+00:00","first_seen_at":"2026-06-21T07:00:30.879198+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/microsoft/BusyBox"]},"facets":{"repo":"microsoft/BusyBox","language":"Jupyter Notebook"},"traction":{"github_stars":22,"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/microsoft/BusyBox","final_url":"https://github.com/microsoft/BusyBox","title":"microsoft/BusyBox repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-21T07:03:40.292834+00:00","bytes":11086,"raw_path":"3657ccef7e117465a6b6ce86cfd801281abc7ca921c5ef89eff7a13d231248ef.json","content_hash":"ab8e23f766a34a6181b48c6ca754157773a43fa9fbba31e5ee3475a7ae458b57","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/BusyBox Language: Jupyter Notebook License: MIT Stars: 22 Forks: 1 Open issues: 0 Created: 2025-09-05T06:30:53Z Pushed: 2026-06-21T01:05:05Z Default branch: main Fork: no Archived: no README: BusyBox: Benchmarking Affordance Generalization BusyBox is a physical 3D-printable device for benchmarking affordance generalization in robot foundation models. ![busybox_assembled](assets/bb_head_no_background.png) It features - Modular design with 6 interchangeable modules (buttons, switches, sliders, wires, knob, and display) - Open-source CAD files and bill of materials for easy reproduction - Optional electronics and Raspberry Pi instrumentation for automated state logging - Reconfigurable setups enabling systematic evaluation of generalization - A language-annotated dataset of 1000+ demonstration trajectories oof BusyBox affordances Please check out our [website](https://microsoft.github.io/BusyBox/) for more details. BusyBox assembly instructions For fully building a instrumented BusyBox capable of state logging, see the [BOM](BOM.md). 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