{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/amplifier-unified v0.28.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/fbdbee7c-f474-4975-8952-e831981f9bae","json_url":"https://onlylabs.fyi/signals/fbdbee7c-f474-4975-8952-e831981f9bae/signal.json","generated_at":"2026-10-25T02:34:28.526Z","evidence_latest_fetched_at":"2026-10-24T07:04:01.266723+00:00","signal_first_seen_at":"2026-10-24T07:00:42.663483+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/fbdbee7c-f474-4975-8952-e831981f9bae","signal_json":"https://onlylabs.fyi/signals/fbdbee7c-f474-4975-8952-e831981f9bae/signal.json","source":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.28.0","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/amplifier-unified v0.28.0 (microsoft/amplifier-unified). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Amplifier Unified 0.28.0 Repository: microsoft/amplifier-unified Tag: v0.28.0 Published: 2026-10-23T18:56:21Z Prerelease: no Release notes: Keep delegated work and.... 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/amplifier-unified/releases/tag/v0.28.0","source_host":"github.com","occurred_at":"2026-10-23T18:56:21+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source","context":"microsoft/amplifier-unified"},"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/amplifier-unified","source":"source"},{"label":"Release","value":"Amplifier Unified 0.28.0","source":"source"},{"label":"Watch term","value":"Safety and alignment","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/microsoft/amplifier-unified/releases/tag/v0.28.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-24T07:04:01.266723+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/fbdbee7c-f474-4975-8952-e831981f9bae/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":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the 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/fbdbee7c-f474-4975-8952-e831981f9bae/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.28.0","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/amplifier-unified v0.28.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/amplifier-unified v0.28.0","text":"Microsoft released microsoft/amplifier-unified v0.28.0."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"is classified as","object":"release signal","text":"microsoft/amplifier-unified v0.28.0 is classified as release signal."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"belongs to","object":"releases desk","text":"microsoft/amplifier-unified v0.28.0 belongs to releases desk."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has context","object":"microsoft/amplifier-unified","text":"microsoft/amplifier-unified v0.28.0 has context microsoft/amplifier-unified."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-unified v0.28.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-unified v0.28.0 has captured page count 1."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-unified v0.28.0 has readable page count 1."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-unified v0.28.0 has related signal count 6."},{"subject":"microsoft/amplifier-unified v0.28.0","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/amplifier-unified v0.28.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-unified v0.28.0 has source host github.com."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-unified v0.28.0 has lab Microsoft."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has signal desk","object":"releases","text":"microsoft/amplifier-unified v0.28.0 has signal desk releases."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-unified v0.28.0 has source host github.com."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has repository","object":"microsoft/amplifier-unified","text":"microsoft/amplifier-unified v0.28.0 has repository microsoft/amplifier-unified."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has release","object":"Amplifier Unified 0.28.0","text":"microsoft/amplifier-unified v0.28.0 has release Amplifier Unified 0.28.0."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/amplifier-unified v0.28.0 has watch term Safety and alignment."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/amplifier-unified v0.28.0 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/amplifier-unified v0.28.0 (microsoft/amplifier-unified). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Amplifier Unified 0.28.0 Repository: microsoft/amplifier-unified Tag: v0.28.0 Published: 2026-10-23T18:56:21Z Prerelease: no Release notes: Keep delegated work and.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/amplifier-unified v0.28.0","text":"Microsoft released microsoft/amplifier-unified v0.28.0."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"is classified as","object":"release signal","text":"microsoft/amplifier-unified v0.28.0 is classified as release signal."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"belongs to","object":"releases desk","text":"microsoft/amplifier-unified v0.28.0 belongs to releases desk."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has context","object":"microsoft/amplifier-unified","text":"microsoft/amplifier-unified v0.28.0 has context microsoft/amplifier-unified."},{"subject":"microsoft/amplifier-unified v0.28.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-unified v0.28.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"fbdbee7c-f474-4975-8952-e831981f9bae","url":"https://onlylabs.fyi/signals/fbdbee7c-f474-4975-8952-e831981f9bae","json_url":"https://onlylabs.fyi/signals/fbdbee7c-f474-4975-8952-e831981f9bae/signal.json","source_url":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.28.0","title":"microsoft/amplifier-unified v0.28.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/amplifier-unified","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-23T18:56:21+00:00","first_seen_at":"2026-10-24T07:00:42.663483+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/amplifier-unified/releases/tag/v0.28.0"]},"facets":{"repo":"microsoft/amplifier-unified"},"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/amplifier-unified/releases/tag/v0.28.0","final_url":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.28.0","title":"microsoft/amplifier-unified v0.28.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-24T07:04:01.266723+00:00","bytes":10489,"raw_path":"b3ca8438625f3880f673e6ccb074c824e2fee0313624b5c6f719f9268b7966ef.json","content_hash":"3ce40b63a410067b26ed04238b9ebfebee9c2f7f5064eb5e0423d90ec18a0750","excerpt_chars":1200,"truncated":true,"excerpt":"Amplifier Unified 0.28.0 Repository: microsoft/amplifier-unified Tag: v0.28.0 Published: 2026-10-23T18:56:21Z Prerelease: no Release notes: Keep delegated work and isolated checks moving Changes - Fix continuation after a delegated worker returns so the current input is checked separately from its displayed conversation ancestry. Stop, settings, budget and task boundaries remain enforced. - Connect and check a configured remote test machine before allowing new checks. Saved progress survives closing Settings, and qualification verifies execution, result download and cleanup. Existing SSH trust and authentication are required; no credentials are copied and no test host is set up automatically. - Review recorded source, workspace and result-archive sizes for saved tests in Settings → Storage. Bounded pages distinguish complete, remote and unavailable records; these are historical file sizes, not current disk usage or space available for cleanup. No saved evidence is deleted. - Keep Work notifications behind committed message state, fixing a send-revision race while preserving readiness updates and attachment protection across adjacent sends and reconnection. - Let agents acknowledge..."},"evidence_pages":[],"related_signals":[{"id":"8d606fca-ad07-4c37-bb54-b49384c94a63","url":"https://onlylabs.fyi/signals/8d606fca-ad07-4c37-bb54-b49384c94a63","source_url":"https://github.com/microsoft/power-pages-samples/releases/tag/templates-v3.0.0","title":"microsoft/power-pages-samples templates-v3.0.0","context":"microsoft/power-pages-samples","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-24T06:03:09+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source"},{"id":"2f5efe2d-8488-4732-9243-391852cc4a09","url":"https://onlylabs.fyi/signals/2f5efe2d-8488-4732-9243-391852cc4a09","source_url":"https://github.com/microsoft/dbt-fabricspark/releases/tag/v1.13.10","title":"microsoft/dbt-fabricspark v1.13.10","context":"microsoft/dbt-fabricspark","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-24T02:02:22+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source"},{"id":"ac7ab897-cf50-49a0-a515-3c1b0acd8864","url":"https://onlylabs.fyi/signals/ac7ab897-cf50-49a0-a515-3c1b0acd8864","source_url":"https://github.com/microsoft/nvx/releases/tag/v0.1.0-dev.36f8a6202435","title":"microsoft/nvx v0.1.0-dev.36f8a6202435","context":"microsoft/nvx","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-24T01:13:56+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source"},{"id":"344590ac-7ee3-4613-942a-f1a806927d68","url":"https://onlylabs.fyi/signals/344590ac-7ee3-4613-942a-f1a806927d68","source_url":"https://github.com/microsoft/mimalloc/releases/tag/v3.6.0","title":"microsoft/mimalloc v3.6.0","context":"microsoft/mimalloc","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-23T23:37:14+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source"},{"id":"36ef8dbb-876b-4c5a-8578-636d324e73c1","url":"https://onlylabs.fyi/signals/36ef8dbb-876b-4c5a-8578-636d324e73c1","source_url":"https://github.com/microsoft/trident/releases/tag/v0.30.0","title":"microsoft/trident v0.30.0","context":"microsoft/trident","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-23T22:35:20+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source"},{"id":"b581ce59-268e-4198-840d-9e45808dcdeb","url":"https://onlylabs.fyi/signals/b581ce59-268e-4198-840d-9e45808dcdeb","source_url":"https://github.com/microsoft/amplifier-unified/releases/tag/v0.29.2","title":"microsoft/amplifier-unified v0.29.2","context":"microsoft/amplifier-unified","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-10-23T21:49:04+00:00","first_seen_at":"2026-10-24T07:00:42.663483+00:00","date_source":"source"}]}