{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/HERITAGE","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/ac1e01a6-5b6c-4c82-9140-6b5ab6d3d90b","json_url":"https://onlylabs.fyi/signals/ac1e01a6-5b6c-4c82-9140-6b5ab6d3d90b/signal.json","generated_at":"2026-06-11T02:41:53.203142+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/ac1e01a6-5b6c-4c82-9140-6b5ab6d3d90b","signal_json":"https://onlylabs.fyi/signals/ac1e01a6-5b6c-4c82-9140-6b5ab6d3d90b/signal.json","source":"https://github.com/microsoft/HERITAGE","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/HERITAGE (Python). 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into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo 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?","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/ac1e01a6-5b6c-4c82-9140-6b5ab6d3d90b/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/HERITAGE","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 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Microsoft."},{"subject":"microsoft/HERITAGE","predicate":"has signal desk","object":"repos","text":"microsoft/HERITAGE has signal desk repos."},{"subject":"microsoft/HERITAGE","predicate":"has source host","object":"github.com","text":"microsoft/HERITAGE has source host github.com."},{"subject":"microsoft/HERITAGE","predicate":"has repository","object":"microsoft/HERITAGE","text":"microsoft/HERITAGE has repository microsoft/HERITAGE."},{"subject":"microsoft/HERITAGE","predicate":"has language","object":"Python","text":"microsoft/HERITAGE has language Python."},{"subject":"microsoft/HERITAGE","predicate":"has notability","object":"New repo from Microsoft, no traction info","text":"microsoft/HERITAGE has notability New repo from Microsoft, no traction info."},{"subject":"microsoft/HERITAGE","predicate":"has watch term","object":"Data pipeline","text":"microsoft/HERITAGE has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/HERITAGE (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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HERITAGE covers 1,982 sites across 16 countries with monthly observations from January 2016 through May 2025. The Afghanistan subset contains 1,943 sites with binary looting labels (898 looted, 1,045 preserved), per-site bounding masks, and month-of-disturbance annotations for 118 sites with confirmed change events. The global subset adds 39 sites across 15 additional countries on five continents. Among public archaeological monitoring datasets, HERITAGE is larger than prior releases on number of sites (1,982), countries (16), images (212,776), and months of coverage (113). Site coordinates are withheld to protect the locations from exploitation; the processing pipeline and ground-truth labels are released with the imagery. Geographic coverage ![Geographic distribution of HERITAGE sites](figs/fig1_site_map.png) *Geographic distribution of..."},"evidence_pages":[{"url":"https://github.com/microsoft/HERITAGE","final_url":"https://github.com/microsoft/HERITAGE","title":"microsoft/HERITAGE repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:41:53.203142+00:00","bytes":28316,"raw_path":"402d5cff5e19287fd500c3936ed12539d799ddb1b253ac10506625a35deb4b8b.json","content_hash":"abb95f1cb6c19660969329c07c9e7d9cf82a8882337c4c83d02eb9f378be7c4f","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/HERITAGE Language: Python License: MIT Stars: 0 Forks: 0 Open issues: 2 Created: 2026-05-27T13:39:46Z Pushed: 2026-05-27T14:13:52Z Default branch: main Fork: no Archived: no README: HERITAGE Dataset A satellite image dataset for monitoring archaeological sites, derived from Planet Labs monthly basemap mosaics at 4.77 m/pixel resolution. 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