{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/aspire-brand","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7f311b82-1a57-4139-ab7c-abb2c755fc42","json_url":"https://onlylabs.fyi/signals/7f311b82-1a57-4139-ab7c-abb2c755fc42/signal.json","generated_at":"2026-06-27T00:53:42.670Z","evidence_latest_fetched_at":"2026-06-20T07:04:43.350308+00:00","signal_first_seen_at":"2026-06-20T07:00:30.944907+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/7f311b82-1a57-4139-ab7c-abb2c755fc42","signal_json":"https://onlylabs.fyi/signals/7f311b82-1a57-4139-ab7c-abb2c755fc42/signal.json","source":"https://github.com/microsoft/aspire-brand","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/aspire-brand (Astro). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/aspire-brand · language Astro · Microsoft model for detecting brand logos in images.. 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/aspire-brand","source_host":"github.com","occurred_at":"2026-03-25T16:33:54+00:00","first_seen_at":"2026-06-20T07:00:30.944907+00:00","date_source":"source","context":"Astro"},"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/aspire-brand","source":"source"},{"label":"Language","value":"Astro","source":"source"},{"label":"Stars","value":"13","source":"traction"},{"label":"Context","value":"Microsoft model for detecting brand logos in images.","source":"signal"},{"label":"Notability","value":"Low-traction branding repo, not an AI release.","source":"signal"},{"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/microsoft/aspire-brand"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-20T07:04:43.350308+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7f311b82-1a57-4139-ab7c-abb2c755fc42/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","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","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/7f311b82-1a57-4139-ab7c-abb2c755fc42/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/aspire-brand","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/aspire-brand\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/aspire-brand","text":"Microsoft published repo microsoft/aspire-brand."},{"subject":"microsoft/aspire-brand","predicate":"is classified as","object":"repo signal","text":"microsoft/aspire-brand is classified as repo signal."},{"subject":"microsoft/aspire-brand","predicate":"belongs to","object":"repos desk","text":"microsoft/aspire-brand belongs to repos desk."},{"subject":"microsoft/aspire-brand","predicate":"has context","object":"Astro","text":"microsoft/aspire-brand has context Astro."},{"subject":"microsoft/aspire-brand","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/aspire-brand has evidence coverage 1 captured evidence page."},{"subject":"microsoft/aspire-brand","predicate":"has captured page count","object":"1","text":"microsoft/aspire-brand has captured page count 1."},{"subject":"microsoft/aspire-brand","predicate":"has readable page count","object":"1","text":"microsoft/aspire-brand has readable page count 1."},{"subject":"microsoft/aspire-brand","predicate":"has related signal count","object":"6","text":"microsoft/aspire-brand has related signal count 6."},{"subject":"microsoft/aspire-brand","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":"microsoft/aspire-brand 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":"microsoft/aspire-brand","predicate":"has source host","object":"github.com","text":"microsoft/aspire-brand has source host github.com."},{"subject":"microsoft/aspire-brand","predicate":"has lab","object":"Microsoft","text":"microsoft/aspire-brand has lab Microsoft."},{"subject":"microsoft/aspire-brand","predicate":"has signal desk","object":"repos","text":"microsoft/aspire-brand has signal desk repos."},{"subject":"microsoft/aspire-brand","predicate":"has source host","object":"github.com","text":"microsoft/aspire-brand has source host github.com."},{"subject":"microsoft/aspire-brand","predicate":"has repository","object":"microsoft/aspire-brand","text":"microsoft/aspire-brand has repository microsoft/aspire-brand."},{"subject":"microsoft/aspire-brand","predicate":"has language","object":"Astro","text":"microsoft/aspire-brand has language Astro."},{"subject":"microsoft/aspire-brand","predicate":"has stars","object":"13","text":"microsoft/aspire-brand has stars 13."},{"subject":"microsoft/aspire-brand","predicate":"has context","object":"Microsoft model for detecting brand logos in images.","text":"microsoft/aspire-brand has context Microsoft model for detecting brand logos in images.."},{"subject":"microsoft/aspire-brand","predicate":"has notability","object":"Low-traction branding repo, not an AI release.","text":"microsoft/aspire-brand has notability Low-traction branding repo, not an AI release.."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/aspire-brand (Astro). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/aspire-brand · language Astro · Microsoft model for detecting brand logos in images.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/aspire-brand","text":"Microsoft published repo microsoft/aspire-brand."},{"subject":"microsoft/aspire-brand","predicate":"is classified as","object":"repo signal","text":"microsoft/aspire-brand is classified as repo signal."},{"subject":"microsoft/aspire-brand","predicate":"belongs to","object":"repos desk","text":"microsoft/aspire-brand belongs to repos desk."},{"subject":"microsoft/aspire-brand","predicate":"has context","object":"Astro","text":"microsoft/aspire-brand has context Astro."},{"subject":"microsoft/aspire-brand","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/aspire-brand has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7f311b82-1a57-4139-ab7c-abb2c755fc42","url":"https://onlylabs.fyi/signals/7f311b82-1a57-4139-ab7c-abb2c755fc42","json_url":"https://onlylabs.fyi/signals/7f311b82-1a57-4139-ab7c-abb2c755fc42/signal.json","source_url":"https://github.com/microsoft/aspire-brand","title":"microsoft/aspire-brand","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Astro","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-03-25T16:33:54+00:00","first_seen_at":"2026-06-20T07:00:30.944907+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/aspire-brand"]},"facets":{"repo":"microsoft/aspire-brand","language":"Astro"},"traction":{"github_stars":13,"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/aspire-brand","final_url":"https://github.com/microsoft/aspire-brand","title":"microsoft/aspire-brand repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-20T07:04:43.350308+00:00","bytes":11154,"raw_path":"0389a79af7bfde77f7cb8de1a2a8b7bcbf20b2ddd063f970074eaa506316aa1b.json","content_hash":"a2eac78dafc65dbb2fba4af5fee229309b030d0284f33d7a34b438bc16941769","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/aspire-brand Description: Brand assets for Aspire: Including slides, logos, icons, colors, guides, etc. Language: Astro License: CC0-1.0 Stars: 13 Forks: 0 Open issues: 1 Created: 2026-03-25T16:33:54Z Pushed: 2026-06-20T05:24:14Z Default branch: main Fork: no Archived: no README: Aspire Brand Assets Official brand assets, logos, colors, typography, usage guidance, and presentation materials for [Aspire](https://aspire.dev). The purpose of this repository is to provide a reference point for using the Aspire brand consistently across docs, decks, websites, events, and community materials. This repo contains the source for the published Aspire brand site together with the official logo files and presentation materials that the site distributes. Aspire is a multi-language local dev-time orchestration tool chain for building, running, debugging, and deploying distributed applications. Read the [Aspire brand site](https://aka.ms/aspire/brand). Logo The Aspire logo is the most direct visual representation of the Aspire brand. Use the provided SVG assets whenever possible for crisp scaling. Keep the logo proportions and fill colors intact, avoid introducing unofficial variants,..."},"evidence_pages":[],"related_signals":[{"id":"6ae6413d-d27f-4b6c-8c34-260526c5ad4a","url":"https://onlylabs.fyi/signals/6ae6413d-d27f-4b6c-8c34-260526c5ad4a","source_url":"https://github.com/microsoft/Agentic-Shiksha","title":"microsoft/Agentic-Shiksha","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T06:44:56+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"fa96889d-12d2-430e-9871-9405d53d73bd","url":"https://onlylabs.fyi/signals/fa96889d-12d2-430e-9871-9405d53d73bd","source_url":"https://github.com/microsoft/XBOX-Game-Development-Documentation","title":"microsoft/XBOX-Game-Development-Documentation","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T01:33:33+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"234643d2-74f7-4307-8794-f6e80fec2878","url":"https://onlylabs.fyi/signals/234643d2-74f7-4307-8794-f6e80fec2878","source_url":"https://github.com/microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","title":"microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:50:36+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"ac8e1b0a-9de4-4215-b6e6-d443de8b7710","url":"https://onlylabs.fyi/signals/ac8e1b0a-9de4-4215-b6e6-d443de8b7710","source_url":"https://github.com/microsoft/TechLab-Module-19-Defender-for-Storage","title":"microsoft/TechLab-Module-19-Defender-for-Storage","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:41:12+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"74d1798f-3e3a-4dbb-b4a3-5492da857f7f","url":"https://onlylabs.fyi/signals/74d1798f-3e3a-4dbb-b4a3-5492da857f7f","source_url":"https://github.com/microsoft/Custom-Copilot-Connector-using-Connector-SDK","title":"microsoft/Custom-Copilot-Connector-using-Connector-SDK","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T11:45:08+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"2b3f3fc0-60f0-4892-934e-c720429e9476","url":"https://onlylabs.fyi/signals/2b3f3fc0-60f0-4892-934e-c720429e9476","source_url":"https://github.com/microsoft/trainer-ai-labs","title":"microsoft/trainer-ai-labs","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T07:07:28+00:00","first_seen_at":"2026-06-26T23:50:37.018387+00:00","date_source":"source"}]}