{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/openaivec v2.5.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/2cfc1ce6-4d7e-46d2-af76-755a2c54365c","json_url":"https://onlylabs.fyi/signals/2cfc1ce6-4d7e-46d2-af76-755a2c54365c/signal.json","generated_at":"2026-09-11T18:22:08.542Z","evidence_latest_fetched_at":"2026-09-10T07:03:07.646808+00:00","signal_first_seen_at":"2026-09-10T07:00:43.448222+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/2cfc1ce6-4d7e-46d2-af76-755a2c54365c","signal_json":"https://onlylabs.fyi/signals/2cfc1ce6-4d7e-46d2-af76-755a2c54365c/signal.json","source":"https://github.com/microsoft/openaivec/releases/tag/v2.5.0","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/openaivec v2.5.0 (microsoft/openaivec). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v2.5.0 Repository: microsoft/openaivec Tag: v2.5.0 Published: 2026-09-10T01:03:45Z Prerelease: no Release notes: v2.5.0 Fabric Built-in Models on Spark Executors Use.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/microsoft/openaivec/releases/tag/v2.5.0","source_host":"github.com","occurred_at":"2026-09-10T01:03:45+00:00","first_seen_at":"2026-09-10T07:00:43.448222+00:00","date_source":"source","context":"microsoft/openaivec"},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/openaivec","source":"source"},{"label":"Release","value":"v2.5.0","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents 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hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/2cfc1ce6-4d7e-46d2-af76-755a2c54365c/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/openaivec/releases/tag/v2.5.0","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":"https://onlylabs.fyi/topics/releases/signals.json","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 release signal \"microsoft/openaivec v2.5.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/openaivec v2.5.0","text":"Microsoft released microsoft/openaivec v2.5.0."},{"subject":"microsoft/openaivec v2.5.0","predicate":"is classified as","object":"release signal","text":"microsoft/openaivec v2.5.0 is classified as release signal."},{"subject":"microsoft/openaivec v2.5.0","predicate":"belongs to","object":"releases desk","text":"microsoft/openaivec v2.5.0 belongs to releases desk."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has context","object":"microsoft/openaivec","text":"microsoft/openaivec v2.5.0 has context microsoft/openaivec."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/openaivec v2.5.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has captured page count","object":"1","text":"microsoft/openaivec v2.5.0 has captured page count 1."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has readable page count","object":"1","text":"microsoft/openaivec v2.5.0 has readable page count 1."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has related signal count","object":"6","text":"microsoft/openaivec v2.5.0 has related signal count 6."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"microsoft/openaivec v2.5.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has source host","object":"github.com","text":"microsoft/openaivec v2.5.0 has source host github.com."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has lab","object":"Microsoft","text":"microsoft/openaivec v2.5.0 has lab Microsoft."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has signal desk","object":"releases","text":"microsoft/openaivec v2.5.0 has signal desk releases."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has source host","object":"github.com","text":"microsoft/openaivec v2.5.0 has source host github.com."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has repository","object":"microsoft/openaivec","text":"microsoft/openaivec v2.5.0 has repository microsoft/openaivec."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has release","object":"v2.5.0","text":"microsoft/openaivec v2.5.0 has release v2.5.0."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has watch term","object":"Infrastructure","text":"microsoft/openaivec v2.5.0 has watch term Infrastructure."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/openaivec v2.5.0 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/openaivec v2.5.0 (microsoft/openaivec). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v2.5.0 Repository: microsoft/openaivec Tag: v2.5.0 Published: 2026-09-10T01:03:45Z Prerelease: no Release notes: v2.5.0 Fabric Built-in Models on Spark Executors Use.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/openaivec v2.5.0","text":"Microsoft released microsoft/openaivec v2.5.0."},{"subject":"microsoft/openaivec v2.5.0","predicate":"is classified as","object":"release signal","text":"microsoft/openaivec v2.5.0 is classified as release signal."},{"subject":"microsoft/openaivec v2.5.0","predicate":"belongs to","object":"releases desk","text":"microsoft/openaivec v2.5.0 belongs to releases desk."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has context","object":"microsoft/openaivec","text":"microsoft/openaivec v2.5.0 has context microsoft/openaivec."},{"subject":"microsoft/openaivec v2.5.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/openaivec v2.5.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2cfc1ce6-4d7e-46d2-af76-755a2c54365c","url":"https://onlylabs.fyi/signals/2cfc1ce6-4d7e-46d2-af76-755a2c54365c","json_url":"https://onlylabs.fyi/signals/2cfc1ce6-4d7e-46d2-af76-755a2c54365c/signal.json","source_url":"https://github.com/microsoft/openaivec/releases/tag/v2.5.0","title":"microsoft/openaivec v2.5.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/openaivec","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-10T01:03:45+00:00","first_seen_at":"2026-09-10T07:00:43.448222+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/openaivec/releases/tag/v2.5.0"]},"facets":{"repo":"microsoft/openaivec"},"traction":{"github_stars":null,"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/openaivec/releases/tag/v2.5.0","final_url":"https://github.com/microsoft/openaivec/releases/tag/v2.5.0","title":"microsoft/openaivec v2.5.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-10T07:03:07.646808+00:00","bytes":17934,"raw_path":"198f96493c170058b42cb88f65fbb62d904cd33b3a9ba517ba94374980612923.json","content_hash":"c25df47dd3f8c446359a66f45170577dbd6ee184bc8954bb067e90e3e0fa11f2","excerpt_chars":1200,"truncated":true,"excerpt":"v2.5.0 Repository: microsoft/openaivec Tag: v2.5.0 Published: 2026-09-10T01:03:45Z Prerelease: no Release notes: v2.5.0 Fabric Built-in Models on Spark Executors Use Fabric runtime-managed authentication from Spark UDFs: ```python from openaivec import spark_ext spark_ext.setup_fabric(spark) ``` - Supports string and structured Responses, Embeddings, prepared tasks, and parsing UDFs. - Creates async Fabric HTTP clients inside Python workers and closes partition-owned clients after use. Driver tokens and live clients are not serialized to executors. - Preserves existing batching, partition-local deduplication, input/output correspondence, and caller ownership of non-Fabric clients. - Adds a [runnable Spark notebook](https://microsoft.github.io/openaivec/examples/fabric_spark/) and a [pinned Environment definition](https://microsoft.github.io/openaivec/examples/fabric_environment.yml). Import the Environment definition, use **Full** publishing, attach the Environment and a Lakehouse to the notebook, and start a new session. The verified configuration uses Fabric Runtime 1.3, Python 3.11.8, OpenAI SDK 2.0.0, `gpt-5.1`, and `text-embedding-ada-002`. Do not install `openaivec[spark]`..."},"evidence_pages":[],"related_signals":[{"id":"310143af-9c51-4058-9a16-f2b56f963e43","url":"https://onlylabs.fyi/signals/310143af-9c51-4058-9a16-f2b56f963e43","source_url":"https://github.com/microsoft/winget-cli/releases/tag/v1.30.140-preview","title":"microsoft/winget-cli v1.30.140-preview","context":"microsoft/winget-cli","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-11T04:28:46+00:00","first_seen_at":"2026-09-11T07:00:42.771122+00:00","date_source":"source"},{"id":"14005114-71f4-4c07-8433-1a9e46da3a9a","url":"https://onlylabs.fyi/signals/14005114-71f4-4c07-8433-1a9e46da3a9a","source_url":"https://github.com/microsoft/openaivec/releases/tag/v2.6.1","title":"microsoft/openaivec v2.6.1","context":"microsoft/openaivec","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-11T03:47:39+00:00","first_seen_at":"2026-09-11T07:00:42.771122+00:00","date_source":"source"},{"id":"473e56c9-f6fd-4d88-98ff-2c6d900f011b","url":"https://onlylabs.fyi/signals/473e56c9-f6fd-4d88-98ff-2c6d900f011b","source_url":"https://github.com/microsoft/tgrep/releases/tag/v1.0.7","title":"microsoft/tgrep v1.0.7","context":"microsoft/tgrep","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-11T01:19:03+00:00","first_seen_at":"2026-09-11T07:00:42.771122+00:00","date_source":"source"},{"id":"52461ac0-46df-4621-a89d-a30d0de8f1ae","url":"https://onlylabs.fyi/signals/52461ac0-46df-4621-a89d-a30d0de8f1ae","source_url":"https://github.com/microsoft/tgrep/releases/tag/v1.0.6","title":"microsoft/tgrep v1.0.6","context":"microsoft/tgrep","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-10T21:40:11+00:00","first_seen_at":"2026-09-11T07:00:42.771122+00:00","date_source":"source"},{"id":"fceeb76b-5755-48f4-a673-3d00e101581f","url":"https://onlylabs.fyi/signals/fceeb76b-5755-48f4-a673-3d00e101581f","source_url":"https://github.com/microsoft/prompty/releases/tag/python/2.0.1","title":"microsoft/prompty python/2.0.1","context":"microsoft/prompty","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-10T20:39:01+00:00","first_seen_at":"2026-09-11T07:00:42.771122+00:00","date_source":"source"},{"id":"abab4bd6-ee65-4917-b85f-2917a5f61bc8","url":"https://onlylabs.fyi/signals/abab4bd6-ee65-4917-b85f-2917a5f61bc8","source_url":"https://github.com/microsoft/vscode-cpptools/releases/tag/v1.35.0","title":"microsoft/vscode-cpptools v1.35.0","context":"microsoft/vscode-cpptools","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-10T19:47:17+00:00","first_seen_at":"2026-09-11T07:00:42.771122+00:00","date_source":"source"}]}