{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Release: microsoft/PromptKit v0.4.0","description":"Microsoft release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/af02101c-c9fc-45fb-b0bb-d38596b6a9b2","json_url":"https://onlylabs.fyi/signals/af02101c-c9fc-45fb-b0bb-d38596b6a9b2/signal.json","generated_at":"2026-06-27T01:40:48.107Z","evidence_latest_fetched_at":"2026-06-18T07:03:39.696117+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/af02101c-c9fc-45fb-b0bb-d38596b6a9b2","signal_json":"https://onlylabs.fyi/signals/af02101c-c9fc-45fb-b0bb-d38596b6a9b2/signal.json","source":"https://github.com/microsoft/PromptKit/releases/tag/v0.4.0","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 v0.4.0 (microsoft/PromptKit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: A Microsoft toolkit for prompt engineering and management. · v0.4.0 — Multi-Domain Engineering Repository: microsoft/PromptKit Tag: v0.4.0 Published: 2026-03-29T16:11:12Z Prerelease: no Release notes: v0.4.0 — Multi-Domain.... 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/v0.4.0","source_host":"github.com","occurred_at":"2026-03-29T16:11:12+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":"v0.4.0 — Multi-Domain Engineering","source":"source"},{"label":"Context","value":"A Microsoft toolkit for prompt engineering and management.","source":"signal"},{"label":"Notability","value":"Routine minor release of PromptKit tool.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/PromptKit/releases/tag/v0.4.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-18T07:03:39.696117+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/af02101c-c9fc-45fb-b0bb-d38596b6a9b2/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/af02101c-c9fc-45fb-b0bb-d38596b6a9b2/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/PromptKit/releases/tag/v0.4.0","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 v0.4.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/PromptKit v0.4.0","text":"Microsoft released microsoft/PromptKit v0.4.0."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"is classified as","object":"release signal","text":"microsoft/PromptKit v0.4.0 is classified as release signal."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"belongs to","object":"releases desk","text":"microsoft/PromptKit v0.4.0 belongs to releases desk."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has context","object":"microsoft/PromptKit","text":"microsoft/PromptKit v0.4.0 has context microsoft/PromptKit."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PromptKit v0.4.0 has evidence coverage 1 captured evidence page."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has captured page count","object":"1","text":"microsoft/PromptKit v0.4.0 has captured page count 1."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has readable page count","object":"1","text":"microsoft/PromptKit v0.4.0 has readable page count 1."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has related signal count","object":"6","text":"microsoft/PromptKit v0.4.0 has related signal count 6."},{"subject":"microsoft/PromptKit v0.4.0","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 v0.4.0 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 v0.4.0","predicate":"has source host","object":"github.com","text":"microsoft/PromptKit v0.4.0 has source host github.com."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has lab","object":"Microsoft","text":"microsoft/PromptKit v0.4.0 has lab Microsoft."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has signal desk","object":"releases","text":"microsoft/PromptKit v0.4.0 has signal desk releases."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has source host","object":"github.com","text":"microsoft/PromptKit v0.4.0 has source host github.com."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has repository","object":"microsoft/PromptKit","text":"microsoft/PromptKit v0.4.0 has repository microsoft/PromptKit."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has release","object":"v0.4.0 — Multi-Domain Engineering","text":"microsoft/PromptKit v0.4.0 has release v0.4.0 — Multi-Domain Engineering."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has context","object":"A Microsoft toolkit for prompt engineering and management.","text":"microsoft/PromptKit v0.4.0 has context A Microsoft toolkit for prompt engineering and management.."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has notability","object":"Routine minor release of PromptKit tool.","text":"microsoft/PromptKit v0.4.0 has notability Routine minor release of PromptKit tool.."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has watch term","object":"RL environments","text":"microsoft/PromptKit v0.4.0 has watch term RL environments."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/PromptKit v0.4.0 (microsoft/PromptKit). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: A Microsoft toolkit for prompt engineering and management. · v0.4.0 — Multi-Domain Engineering Repository: microsoft/PromptKit Tag: v0.4.0 Published: 2026-03-29T16:11:12Z Prerelease: no Release notes: v0.4.0 — Multi-Domain.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Microsoft","predicate":"released","object":"microsoft/PromptKit v0.4.0","text":"Microsoft released microsoft/PromptKit v0.4.0."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"is classified as","object":"release signal","text":"microsoft/PromptKit v0.4.0 is classified as release signal."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"belongs to","object":"releases desk","text":"microsoft/PromptKit v0.4.0 belongs to releases desk."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has context","object":"microsoft/PromptKit","text":"microsoft/PromptKit v0.4.0 has context microsoft/PromptKit."},{"subject":"microsoft/PromptKit v0.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/PromptKit v0.4.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"af02101c-c9fc-45fb-b0bb-d38596b6a9b2","url":"https://onlylabs.fyi/signals/af02101c-c9fc-45fb-b0bb-d38596b6a9b2","json_url":"https://onlylabs.fyi/signals/af02101c-c9fc-45fb-b0bb-d38596b6a9b2/signal.json","source_url":"https://github.com/microsoft/PromptKit/releases/tag/v0.4.0","title":"microsoft/PromptKit v0.4.0","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":"2026-03-29T16:11:12+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/v0.4.0"]},"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/v0.4.0","final_url":"https://github.com/microsoft/PromptKit/releases/tag/v0.4.0","title":"microsoft/PromptKit v0.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-18T07:03:39.696117+00:00","bytes":10675,"raw_path":"61ebc6ab8a8be7025d123ac23c6e6d14e485272fa6a1bb5c29270dba6660e4b5.json","content_hash":"046a3ee682ac914d87d8d8c0f1ae531d1b7867023fc5a188cce4b194a83b91e8","excerpt_chars":1200,"truncated":true,"excerpt":"v0.4.0 — Multi-Domain Engineering Repository: microsoft/PromptKit Tag: v0.4.0 Published: 2026-03-29T16:11:12Z Prerelease: no Release notes: v0.4.0 — Multi-Domain Engineering **Date:** 2026-03-29 **Release type:** Minor **Summary:** PromptKit expands beyond software into hardware engineering (electrical, firmware), protocol engineering, and library self-auditing — adding 40 new components with three new personas, a hardware-lifecycle pipeline, and quantitative validation capabilities. --- Highlights - ⚡ **Electrical engineering domain** — First non-software domain: an `electrical-engineer` persona, 4 analysis protocols (schematic compliance, BOM consistency, layout review, simulation validation), 4 review templates, and a new `hardware-lifecycle` pipeline that chains requirements → schematic → simulation → BOM → layout review. (#97, #100, #102) - 🔌 **Embedded firmware persona** — `embedded-firmware-engineer` for boot sequences, recovery flows, OTA update analysis, and bare-metal firmware audit, paired with `spec-invariant-audit` for specification-level verification. (#85) - 📡 **Protocol engineering** — `protocol-architect` persona with templates for evolving protocols, analyzing..."},"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"}]}