{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/Promptions","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/95135368-ba22-4478-b260-cf783c669476","json_url":"https://onlylabs.fyi/signals/95135368-ba22-4478-b260-cf783c669476/signal.json","generated_at":"2026-06-26T23:25:44.369Z","evidence_latest_fetched_at":"2026-06-22T07:04:24.678047+00:00","signal_first_seen_at":"2026-06-22T07:00:31.308446+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/95135368-ba22-4478-b260-cf783c669476","signal_json":"https://onlylabs.fyi/signals/95135368-ba22-4478-b260-cf783c669476/signal.json","source":"https://github.com/microsoft/Promptions","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":null},"answer_pack":{"answer":"Microsoft published microsoft/Promptions (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/95135368-ba22-4478-b260-cf783c669476/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/Promptions","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":null,"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 repo signal 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stars)."},{"subject":"microsoft/Promptions","predicate":"has watch term","object":"Data pipeline","text":"microsoft/Promptions has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/Promptions (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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[![Promptions baseline demo](./Promptions.gif)](https://www.youtube.com/watch?v=vr3fZpkKy8Q) Overview Promptions is a simple, flexible **dynamic prompt middleware technique for AI** that uses **ephemeral UI**, developed by the ENCODE and [Tools for Thought](https://aka.ms/toolsforthought) projects at [Microsoft Research, Cambridge, UK](https://www.microsoft.com/en-us/research/lab/microsoft-research-cambridge/). From a single, simple prompt, the system helps users steer the AI by suggesting parameterized choices as dynamically generated, ephemeral UI components. As users click on choices, the same output updates immediately—not just as additional chat responses. 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