{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/f03dbedc-13b3-425d-afd7-1932f8db1333","json_url":"https://onlylabs.fyi/signals/f03dbedc-13b3-425d-afd7-1932f8db1333/signal.json","generated_at":"2026-06-11T02:51:43.665163+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/f03dbedc-13b3-425d-afd7-1932f8db1333","signal_json":"https://onlylabs.fyi/signals/f03dbedc-13b3-425d-afd7-1932f8db1333/signal.json","source":"https://github.com/microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve · Low stars, trivial repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals. 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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?","Which data-business lane explains this signal: Evals and quality, Infrastructure?","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 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\"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","text":"Microsoft published repo microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"is classified as","object":"repo signal","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve is classified as repo signal."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"belongs to","object":"repos desk","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve belongs to repos desk."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"matches data-business lanes","object":"Evals and quality, Infrastructure","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve matches data-business lanes Evals and quality, Infrastructure."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has captured page count","object":"1","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has captured page count 1."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has readable page count","object":"1","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has readable page count 1."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has related signal count","object":"6","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has related signal count 6."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","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/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve 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/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has source host","object":"github.com","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has source host github.com."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has lab","object":"Microsoft","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has lab Microsoft."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has signal desk","object":"repos","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has signal desk repos."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has source host","object":"github.com","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has source host github.com."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has repository","object":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has repository microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has stars","object":"8","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has stars 8."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has notability","object":"Low stars, trivial repo","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has notability Low stars, trivial repo."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has radar lane","object":"Evals and quality","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has radar lane Evals and quality."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has radar lane","object":"Infrastructure","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve · Low stars, trivial repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality, Infrastructure in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","text":"Microsoft published repo microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"is classified as","object":"repo signal","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve is classified as repo signal."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"belongs to","object":"repos desk","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve belongs to repos desk."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve has evidence coverage 1 captured evidence page."},{"subject":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","predicate":"matches data-business lanes","object":"Evals and quality, Infrastructure","text":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve matches data-business lanes Evals and quality, Infrastructure."}]},"signal":{"id":"f03dbedc-13b3-425d-afd7-1932f8db1333","url":"https://onlylabs.fyi/signals/f03dbedc-13b3-425d-afd7-1932f8db1333","json_url":"https://onlylabs.fyi/signals/f03dbedc-13b3-425d-afd7-1932f8db1333/signal.json","source_url":"https://github.com/microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","title":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-04-10T22:42:30+00:00","first_seen_at":"2026-06-06T07:00:06.411378+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/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve"]},"facets":{"repo":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve"},"traction":{"github_stars":8,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"},{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":26,"matched_terms":["quality","systems"],"reason":"Microsoft has a repo signal matching evals and quality, infrastructure."}},"primary_evidence_page":{"url":"https://github.com/microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","final_url":"https://github.com/microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve","title":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:43.665163+00:00","bytes":24485,"raw_path":"0cc1a625657c4fcd890f55fd386c999496d7538ec5a0582272474ebe83bbc683.json","content_hash":"5865a673dd3c61e5b389715fdc18e46399f391f4278257d4da6cce1da2371043","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/Build26-BRK230-build-smarter-ai-systems-in-foundry-as-models-and-costs-evolve Description: Microsoft Build 2026 · Build smarter AI systems in Microsoft Foundry as models and costs evolve · Learn to hill climb across quality, cost and latency with a model playbook License: MIT Stars: 11 Forks: 14 Open issues: 1 Created: 2026-04-10T22:42:30Z Pushed: 2026-06-06T03:57:57Z Default branch: main Fork: no Archived: no README: <a name=\"start-building\"></a> <br> <p align=\"center\"> <img src=\"img/banner-build-26.png\" alt=\"Microsoft Build 2026\" width=\"1200\"/> </p> [Microsoft Build 2026](https://build.microsoft.com) BRK230: Build Smarter AI Systems in Foundry as Models and Costs Evolve Discover how to quickly choose, integrate, and validate AI models inside Microsoft Foundry. Learn techniques for navigating thousands of model options, benchmarking performance, and streamlining your workflow with deep IDE support. 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Learn techniques for navigating thousands of model options, benchmarking performance, and streamlining your workflow with deep IDE support. Build faster, ship smarter, and stay on top of the evolving AI landscape. | _Click the banner to visit the session page & watch replay_ | |:---:| | [![Thumbnail](./img/brk230-thumbnail.jpg)](https://build.microsoft.com/en-US/sessions/brk230) | <br/> Introduction Model..."}],"related_signals":[{"id":"8afe79f4-378b-4748-9e2a-3cf5e3253fdb","url":"https://onlylabs.fyi/signals/8afe79f4-378b-4748-9e2a-3cf5e3253fdb","source_url":"https://github.com/microsoft/Dev-Trio","title":"microsoft/Dev-Trio","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-08T03:41:01+00:00","first_seen_at":"2026-06-08T07:01:04.198092+00:00","date_source":"source"},{"id":"9e75fa50-dba7-4b77-9faf-166c323e3dff","url":"https://onlylabs.fyi/signals/9e75fa50-dba7-4b77-9faf-166c323e3dff","source_url":"https://github.com/microsoft/amplifier-app-paperclip","title":"microsoft/amplifier-app-paperclip","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T21:13:41+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"76cacf33-54b2-4074-bec0-23944d8fb67c","url":"https://onlylabs.fyi/signals/76cacf33-54b2-4074-bec0-23944d8fb67c","source_url":"https://github.com/microsoft/create-github-app-token-via-key-vault","title":"microsoft/create-github-app-token-via-key-vault","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T18:22:49+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","url":"https://onlylabs.fyi/signals/b2f7bcbd-9db3-4785-8a2a-2e0e0cb22ed2","source_url":"https://github.com/microsoft/Enterprise-AI-Analytics-Pipeline","title":"microsoft/Enterprise-AI-Analytics-Pipeline","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-04T16:48:58+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"51a9ec5d-5f14-45d9-b57a-db362b5d1ace","url":"https://onlylabs.fyi/signals/51a9ec5d-5f14-45d9-b57a-db362b5d1ace","source_url":"https://github.com/microsoft/fabric-org-app-template","title":"microsoft/fabric-org-app-template","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T18:26:42+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"},{"id":"f26025da-153f-4d27-851c-7b4892602810","url":"https://onlylabs.fyi/signals/f26025da-153f-4d27-851c-7b4892602810","source_url":"https://github.com/microsoft/amplifier-bundle-amplifier-online","title":"microsoft/amplifier-bundle-amplifier-online","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-03T17:26:20+00:00","first_seen_at":"2026-06-05T20:58:41.438741+00:00","date_source":"source"}]}