{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-bundle-dot-runner","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/90a17c00-11cd-469f-9f0b-79146af6d832","json_url":"https://onlylabs.fyi/signals/90a17c00-11cd-469f-9f0b-79146af6d832/signal.json","generated_at":"2026-08-29T18:11:21.721Z","evidence_latest_fetched_at":"2026-08-29T07:03:26.646617+00:00","signal_first_seen_at":"2026-08-29T07:01:29.169699+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/90a17c00-11cd-469f-9f0b-79146af6d832","signal_json":"https://onlylabs.fyi/signals/90a17c00-11cd-469f-9f0b-79146af6d832/signal.json","source":"https://github.com/microsoft/amplifier-bundle-dot-runner","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/amplifier-bundle-dot-runner (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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/90a17c00-11cd-469f-9f0b-79146af6d832/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-bundle-dot-runner","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 \"microsoft/amplifier-bundle-dot-runner\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-bundle-dot-runner","text":"Microsoft published repo microsoft/amplifier-bundle-dot-runner."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-bundle-dot-runner is classified as repo signal."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-bundle-dot-runner belongs to repos desk."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has context","object":"Python","text":"microsoft/amplifier-bundle-dot-runner has context Python."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-bundle-dot-runner has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-bundle-dot-runner has captured page count 1."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-bundle-dot-runner has readable page count 1."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-bundle-dot-runner has related signal count 6."},{"subject":"microsoft/amplifier-bundle-dot-runner","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/amplifier-bundle-dot-runner 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/amplifier-bundle-dot-runner","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-dot-runner has source host github.com."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-bundle-dot-runner has lab Microsoft."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-bundle-dot-runner has signal desk repos."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-bundle-dot-runner has source host github.com."},{"subject":"microsoft/amplifier-bundle-dot-runner","predicate":"has repository","object":"microsoft/amplifier-bundle-dot-runner","text":"microsoft/amplifier-bundle-dot-runner has repository 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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This repo implements the vendored **strongdm/attractor** nlspec faithfully and is verified against it mechanically (see \"Spec fidelity\" below). It is **not** an opinionated pipeline layer, a pattern library, or an authoring guide — it is the mechanism. Policy (agents, providers, examples, authoring docs) lives in the repos that consume this one. What's here | Path | What it is | |---|---| | `bundle.md` | Root bundle (`dot-runner`) — includes the `dot-runner-core` behavior. | | `behaviors/dot-runner.yaml` | Engine partial (`dot-runner-core`) — mounts the `report_outcome` tool. | | `modules/loop-pipeline` | **The engine.** DOT parser, validator, graph execution engine, handler dispatch. | |..."},"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":"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"},{"id":"595470f6-8d4b-4c02-b5d7-a5c751111dca","url":"https://onlylabs.fyi/signals/595470f6-8d4b-4c02-b5d7-a5c751111dca","source_url":"https://github.com/microsoft/amplifier-bundle-windows-shell","title":"microsoft/amplifier-bundle-windows-shell","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-16T03:43:42+00:00","first_seen_at":"2026-08-16T07:03:12.66053+00:00","date_source":"source"}]}