{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/PromptKit v0.5.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/78969365-a316-4b1b-b6bc-1288a28ca8ad","json_url":"https://onlylabs.fyi/signals/78969365-a316-4b1b-b6bc-1288a28ca8ad/signal.json","generated_at":"2026-06-27T02:08:48.129Z","evidence_latest_fetched_at":"2026-06-18T07:03:39.660049+00:00","signal_first_seen_at":"2026-06-18T07:00:31.633644+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/78969365-a316-4b1b-b6bc-1288a28ca8ad","signal_json":"https://onlylabs.fyi/signals/78969365-a316-4b1b-b6bc-1288a28ca8ad/signal.json","source":"https://github.com/microsoft/PromptKit/releases/tag/v0.5.0","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/PromptKit v0.5.0 (microsoft/PromptKit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Microsoft's prompt engineering toolkit for AI applications. · v0.5.0 — Simplified CLI + Engineering Lifecycle Workflows Repository: microsoft/PromptKit Tag: v0.5.0 Published: 2026-03-30T22:51:32Z Prerelease: no Release notes: ⚠️.... 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/PromptKit/releases/tag/v0.5.0","source_host":"github.com","occurred_at":"2026-03-30T22:51:32+00:00","first_seen_at":"2026-06-18T07:00:31.633644+00:00","date_source":"source","context":"microsoft/PromptKit"},"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/PromptKit","source":"source"},{"label":"Release","value":"v0.5.0 — Simplified CLI + Engineering Lifecycle 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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/78969365-a316-4b1b-b6bc-1288a28ca8ad/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/PromptKit/releases/tag/v0.5.0","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/PromptKit v0.5.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/PromptKit v0.5.0","text":"Microsoft released microsoft/PromptKit v0.5.0."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"is classified as","object":"release signal","text":"microsoft/PromptKit v0.5.0 is classified as release signal."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"belongs to","object":"releases desk","text":"microsoft/PromptKit v0.5.0 belongs to releases desk."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has context","object":"microsoft/PromptKit","text":"microsoft/PromptKit v0.5.0 has context microsoft/PromptKit."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PromptKit v0.5.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has captured page count","object":"1","text":"microsoft/PromptKit v0.5.0 has captured page count 1."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has readable page count","object":"1","text":"microsoft/PromptKit v0.5.0 has readable page count 1."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has related signal count","object":"6","text":"microsoft/PromptKit v0.5.0 has related signal count 6."},{"subject":"microsoft/PromptKit v0.5.0","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/PromptKit v0.5.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has source host","object":"github.com","text":"microsoft/PromptKit v0.5.0 has source host github.com."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has lab","object":"Microsoft","text":"microsoft/PromptKit v0.5.0 has lab Microsoft."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has signal desk","object":"releases","text":"microsoft/PromptKit v0.5.0 has signal desk releases."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has source host","object":"github.com","text":"microsoft/PromptKit v0.5.0 has source host github.com."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has repository","object":"microsoft/PromptKit","text":"microsoft/PromptKit v0.5.0 has repository microsoft/PromptKit."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has release","object":"v0.5.0 — Simplified CLI + Engineering Lifecycle Workflows","text":"microsoft/PromptKit v0.5.0 has release v0.5.0 — Simplified CLI + Engineering Lifecycle Workflows."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has context","object":"Microsoft's prompt engineering toolkit for AI applications.","text":"microsoft/PromptKit v0.5.0 has context Microsoft's prompt engineering toolkit for AI applications.."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has notability","object":"Minor version release of Microsoft's prompt toolkit.","text":"microsoft/PromptKit v0.5.0 has notability Minor version release of Microsoft's prompt toolkit.."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has watch term","object":"Infrastructure","text":"microsoft/PromptKit v0.5.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/PromptKit v0.5.0 (microsoft/PromptKit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Microsoft's prompt engineering toolkit for AI applications. · v0.5.0 — Simplified CLI + Engineering Lifecycle Workflows Repository: microsoft/PromptKit Tag: v0.5.0 Published: 2026-03-30T22:51:32Z Prerelease: no Release notes: ⚠️.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/PromptKit v0.5.0","text":"Microsoft released microsoft/PromptKit v0.5.0."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"is classified as","object":"release signal","text":"microsoft/PromptKit v0.5.0 is classified as release signal."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"belongs to","object":"releases desk","text":"microsoft/PromptKit v0.5.0 belongs to releases desk."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has context","object":"microsoft/PromptKit","text":"microsoft/PromptKit v0.5.0 has context microsoft/PromptKit."},{"subject":"microsoft/PromptKit v0.5.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PromptKit v0.5.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"78969365-a316-4b1b-b6bc-1288a28ca8ad","url":"https://onlylabs.fyi/signals/78969365-a316-4b1b-b6bc-1288a28ca8ad","json_url":"https://onlylabs.fyi/signals/78969365-a316-4b1b-b6bc-1288a28ca8ad/signal.json","source_url":"https://github.com/microsoft/PromptKit/releases/tag/v0.5.0","title":"microsoft/PromptKit v0.5.0","summary":"Microsoft published release notes. onlylabs watches releases for what actually shipped.","context":"microsoft/PromptKit","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-03-30T22:51:32+00:00","first_seen_at":"2026-06-18T07:00:31.633644+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/PromptKit/releases/tag/v0.5.0"]},"facets":{"repo":"microsoft/PromptKit"},"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/PromptKit/releases/tag/v0.5.0","final_url":"https://github.com/microsoft/PromptKit/releases/tag/v0.5.0","title":"microsoft/PromptKit v0.5.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-18T07:03:39.660049+00:00","bytes":5229,"raw_path":"614216a7b4248bb4e3514fa6c694aab7f15408ec551d0d2d6b25c6b7df75baa6.json","content_hash":"3106d11462c11c438c5b7967a326e037d7d4ce00c8f5fb7a8c51bba14ed76af1","excerpt_chars":1200,"truncated":true,"excerpt":"v0.5.0 — Simplified CLI + Engineering Lifecycle Workflows Repository: microsoft/PromptKit Tag: v0.5.0 Published: 2026-03-30T22:51:32Z Prerelease: no Release notes: ⚠️ Breaking Changes - **Removed `assemble` command** — Prompt assembly is now handled entirely by the LLM via `bootstrap.md`. The `assemble.js` engine and `manifest.js` resolution module have been deleted. If you were using `promptkit assemble`, run `promptkit` (interactive mode) instead. Highlights Engineering Lifecycle Workflows Three interactive workflows that form a domain-agnostic engineering lifecycle: - **`spec-extraction-workflow`** — Scan any repository and extract structured requirements, design, and validation specifications from existing code (#119) - **`engineering-workflow`** — Propagate a requirements change through specs and implementation with adversarial alignment audits at each stage (#116) - **`maintenance-workflow`** — Periodic drift detection — finds where code and specs have diverged, then corrects both (#126) CLI Simplification The CLI is now a thin launcher (~230 lines total). All prompt assembly logic lives in one place: `bootstrap.md`. - **Removed**: `assemble` command, `assemble.js`,..."},"evidence_pages":[],"related_signals":[{"id":"7edfdc1b-a871-4f13-bf42-757866d037e7","url":"https://onlylabs.fyi/signals/7edfdc1b-a871-4f13-bf42-757866d037e7","source_url":"https://github.com/microsoft/azure-linux-image-tools/releases/tag/v1.5.0","title":"microsoft/azure-linux-image-tools v1.5.0","context":"microsoft/azure-linux-image-tools","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:29:28+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"fa8f6ee5-0f3e-49dd-83b0-0217648c771e","url":"https://onlylabs.fyi/signals/fa8f6ee5-0f3e-49dd-83b0-0217648c771e","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/v0.5.0","title":"microsoft/agent-host-protocol v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:23:49+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"9cdbc2e5-de33-4579-ba60-21735ca54836","url":"https://onlylabs.fyi/signals/9cdbc2e5-de33-4579-ba60-21735ca54836","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/clients/go/v0.5.0","title":"microsoft/agent-host-protocol clients/go/v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:23:24+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"7e86312d-15ee-4778-8358-6e39e38e3a14","url":"https://onlylabs.fyi/signals/7e86312d-15ee-4778-8358-6e39e38e3a14","source_url":"https://github.com/microsoft/agent-host-protocol/releases/tag/spec/v0.5.0","title":"microsoft/agent-host-protocol spec/v0.5.0","context":"microsoft/agent-host-protocol","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T23:22:30+00:00","first_seen_at":"2026-06-26T23:50:36.547368+00:00","date_source":"source"},{"id":"c211d32e-594f-4498-aa88-35f06c397f59","url":"https://onlylabs.fyi/signals/c211d32e-594f-4498-aa88-35f06c397f59","source_url":"https://github.com/microsoft/project-osmos/releases/tag/v0.4.4","title":"microsoft/project-osmos v0.4.4","context":"microsoft/project-osmos","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T22:48:30+00:00","first_seen_at":"2026-06-26T23:50:36.665541+00:00","date_source":"source"},{"id":"a899db64-6fbb-40d1-b69e-d9ae58843c51","url":"https://onlylabs.fyi/signals/a899db64-6fbb-40d1-b69e-d9ae58843c51","source_url":"https://github.com/microsoft/vcpkg/releases/tag/2026.06.24","title":"microsoft/vcpkg 2026.06.24","context":"microsoft/vcpkg","kind":{"key":"release","label":"Release"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T22:24:29+00:00","first_seen_at":"2026-06-26T23:50:36.665541+00:00","date_source":"source"}]}