{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/ESS","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7aec1020-abb7-4669-99e5-ec431aab284b","json_url":"https://onlylabs.fyi/signals/7aec1020-abb7-4669-99e5-ec431aab284b/signal.json","generated_at":"2026-08-29T17:10:09.431Z","evidence_latest_fetched_at":"2026-08-15T07:02:11.803989+00:00","signal_first_seen_at":"2026-08-15T07:00:39.886815+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/7aec1020-abb7-4669-99e5-ec431aab284b","signal_json":"https://onlylabs.fyi/signals/7aec1020-abb7-4669-99e5-ec431aab284b/signal.json","source":"https://github.com/microsoft/ESS","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}]}},"answer_pack":{"answer":"Microsoft published microsoft/ESS. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/ESS · New Microsoft repo, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/ESS","source_host":"github.com","occurred_at":"2026-08-14T15:50:59+00:00","first_seen_at":"2026-08-15T07:00:39.886815+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"microsoft/ESS","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"New Microsoft repo, low traction","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool 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imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Which data-business lane explains this signal: Data demand?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose 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/7aec1020-abb7-4669-99e5-ec431aab284b/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/ESS","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 \"microsoft/ESS\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/ESS","text":"Microsoft published repo microsoft/ESS."},{"subject":"microsoft/ESS","predicate":"is classified as","object":"repo signal","text":"microsoft/ESS is classified as repo signal."},{"subject":"microsoft/ESS","predicate":"belongs to","object":"repos desk","text":"microsoft/ESS belongs to repos desk."},{"subject":"microsoft/ESS","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ESS has evidence coverage 1 captured evidence page."},{"subject":"microsoft/ESS","predicate":"matches data-business lanes","object":"Data demand","text":"microsoft/ESS matches data-business lanes Data demand."},{"subject":"microsoft/ESS","predicate":"has captured page count","object":"1","text":"microsoft/ESS has captured page count 1."},{"subject":"microsoft/ESS","predicate":"has readable page count","object":"1","text":"microsoft/ESS has readable page count 1."},{"subject":"microsoft/ESS","predicate":"has related signal count","object":"6","text":"microsoft/ESS has related signal count 6."},{"subject":"microsoft/ESS","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"microsoft/ESS has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"microsoft/ESS","predicate":"has source host","object":"github.com","text":"microsoft/ESS has source host github.com."},{"subject":"microsoft/ESS","predicate":"has lab","object":"Microsoft","text":"microsoft/ESS has lab Microsoft."},{"subject":"microsoft/ESS","predicate":"has signal desk","object":"repos","text":"microsoft/ESS has signal desk repos."},{"subject":"microsoft/ESS","predicate":"has source host","object":"github.com","text":"microsoft/ESS has source host github.com."},{"subject":"microsoft/ESS","predicate":"has repository","object":"microsoft/ESS","text":"microsoft/ESS has repository microsoft/ESS."},{"subject":"microsoft/ESS","predicate":"has stars","object":"2","text":"microsoft/ESS has stars 2."},{"subject":"microsoft/ESS","predicate":"has notability","object":"New Microsoft repo, low traction","text":"microsoft/ESS has notability New Microsoft repo, low traction."},{"subject":"microsoft/ESS","predicate":"has radar lane","object":"Data demand","text":"microsoft/ESS has radar lane Data demand."},{"subject":"microsoft/ESS","predicate":"has matched term","object":"data","text":"microsoft/ESS has matched term data."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/ESS. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/ESS · New Microsoft repo, low traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/ESS","text":"Microsoft published repo microsoft/ESS."},{"subject":"microsoft/ESS","predicate":"is classified as","object":"repo signal","text":"microsoft/ESS is classified as repo signal."},{"subject":"microsoft/ESS","predicate":"belongs to","object":"repos desk","text":"microsoft/ESS belongs to repos desk."},{"subject":"microsoft/ESS","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/ESS has evidence coverage 1 captured evidence page."},{"subject":"microsoft/ESS","predicate":"matches data-business lanes","object":"Data demand","text":"microsoft/ESS matches data-business lanes Data demand."}]},"signal":{"id":"7aec1020-abb7-4669-99e5-ec431aab284b","url":"https://onlylabs.fyi/signals/7aec1020-abb7-4669-99e5-ec431aab284b","json_url":"https://onlylabs.fyi/signals/7aec1020-abb7-4669-99e5-ec431aab284b/signal.json","source_url":"https://github.com/microsoft/ESS","title":"microsoft/ESS","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-14T15:50:59+00:00","first_seen_at":"2026-08-15T07:00:39.886815+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/ESS"]},"facets":{"repo":"microsoft/ESS"},"traction":{"github_stars":2,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"}],"score":14,"matched_terms":["data"],"reason":"Microsoft has a repo signal matching data demand."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/ESS","final_url":"https://github.com/microsoft/ESS","title":"microsoft/ESS repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-15T07:02:11.803989+00:00","bytes":30182,"raw_path":"726967382dacad8030e5e0ac7f68e9bc6290186c6112b17aee05e121f01e9220.json","content_hash":"8ae9451d7cc2238b7ae2e31a60e43790589c7395702ce75c9b78caf846b2ae6f","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/ESS Description: Power BI dashboard templates for Employee Self-Service (ESS) agents — adoption, conversation outcomes, time-to-knowledge, business impact, and agent feedback. CSV and Dataverse editions. Topics: power-bi, dashboard, analytics, dataverse, employee-self-service, pbit, reporting License: MIT Stars: 1 Forks: 0 Open issues: 0 Created: 2026-08-14T15:50:59Z Pushed: 2026-08-15T02:34:15Z Default branch: main Fork: no Archived: no README: ESS Insights — Employee Self-Service Agent Analytics > **Measure the real-world impact of your Microsoft Employee Self-Service (ESS) Copilot Studio agent — adoption, outcomes, deflection, and user feedback — using only the data your agent already produces.** A drop-in Power BI template purpose-built for the **Microsoft ESS agent**, with a 9-page executive dashboard that answers the questions HR, IT, and the executive sponsor will actually ask after launch. > 📊 **Data source:** This report leverages the **`ConversationTranscript` Dataverse table** that Copilot Studio writes for every agent conversation. No custom logging, no extra pipelines — just the data your agent already produces. > 💡 Built for ESS, but works for **any..."},"evidence_pages":[],"related_signals":[{"id":"4ab0d7b4-9538-4457-991b-5e4385d3b776","url":"https://onlylabs.fyi/signals/4ab0d7b4-9538-4457-991b-5e4385d3b776","source_url":"https://github.com/microsoft/amplifier-smart-tools","title":"microsoft/amplifier-smart-tools","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-27T04:30:36+00:00","first_seen_at":"2026-08-27T07:01:38.546816+00:00","date_source":"source"},{"id":"90a17c00-11cd-469f-9f0b-79146af6d832","url":"https://onlylabs.fyi/signals/90a17c00-11cd-469f-9f0b-79146af6d832","source_url":"https://github.com/microsoft/amplifier-bundle-dot-runner","title":"microsoft/amplifier-bundle-dot-runner","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-27T03:27:02+00:00","first_seen_at":"2026-08-29T07:01:29.169699+00:00","date_source":"source"},{"id":"2278a739-8464-4712-adde-51c1f87f4914","url":"https://onlylabs.fyi/signals/2278a739-8464-4712-adde-51c1f87f4914","source_url":"https://github.com/microsoft/amplifier-smart-tool-tmux","title":"microsoft/amplifier-smart-tool-tmux","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-27T02:59:40+00:00","first_seen_at":"2026-08-27T07:01:38.546816+00:00","date_source":"source"},{"id":"aeee119d-eeac-4820-80db-25d40c42d4be","url":"https://onlylabs.fyi/signals/aeee119d-eeac-4820-80db-25d40c42d4be","source_url":"https://github.com/microsoft/amplifier-drumbeat","title":"microsoft/amplifier-drumbeat","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-25T18:26:09+00:00","first_seen_at":"2026-08-28T07:00:41.933083+00:00","date_source":"source"},{"id":"a0ce74c0-bfcf-41cd-85de-a12bd3eebb28","url":"https://onlylabs.fyi/signals/a0ce74c0-bfcf-41cd-85de-a12bd3eebb28","source_url":"https://github.com/microsoft/FTBootcampSydney2026-AppInsightsMCP","title":"microsoft/FTBootcampSydney2026-AppInsightsMCP","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-19T02:04:32+00:00","first_seen_at":"2026-08-19T07:00:41.154617+00:00","date_source":"source"},{"id":"58c4962b-85cf-4f29-a498-163a7fadf279","url":"https://onlylabs.fyi/signals/58c4962b-85cf-4f29-a498-163a7fadf279","source_url":"https://github.com/microsoft/ANZ2026PPBOOTCAMP","title":"microsoft/ANZ2026PPBOOTCAMP","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-18T02:13:12+00:00","first_seen_at":"2026-08-18T07:00:40.826964+00:00","date_source":"source"}]}