{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/amplifier-foundation","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/fdd94dac-ff47-435a-9c39-eaa807f49ab5","json_url":"https://onlylabs.fyi/signals/fdd94dac-ff47-435a-9c39-eaa807f49ab5/signal.json","generated_at":"2026-06-11T03:13:19.773549+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/fdd94dac-ff47-435a-9c39-eaa807f49ab5","signal_json":"https://onlylabs.fyi/signals/fdd94dac-ff47-435a-9c39-eaa807f49ab5/signal.json","source":"https://github.com/microsoft/amplifier-foundation","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-foundation (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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/fdd94dac-ff47-435a-9c39-eaa807f49ab5/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/amplifier-foundation","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-foundation\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-foundation","text":"Microsoft published repo microsoft/amplifier-foundation."},{"subject":"microsoft/amplifier-foundation","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-foundation is classified as repo signal."},{"subject":"microsoft/amplifier-foundation","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-foundation belongs to repos desk."},{"subject":"microsoft/amplifier-foundation","predicate":"has context","object":"Python","text":"microsoft/amplifier-foundation has context Python."},{"subject":"microsoft/amplifier-foundation","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-foundation has evidence coverage 1 captured evidence page."},{"subject":"microsoft/amplifier-foundation","predicate":"has captured page count","object":"1","text":"microsoft/amplifier-foundation has captured page count 1."},{"subject":"microsoft/amplifier-foundation","predicate":"has readable page count","object":"1","text":"microsoft/amplifier-foundation has readable page count 1."},{"subject":"microsoft/amplifier-foundation","predicate":"has related signal count","object":"6","text":"microsoft/amplifier-foundation has related signal count 6."},{"subject":"microsoft/amplifier-foundation","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-foundation 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-foundation","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-foundation has source host github.com."},{"subject":"microsoft/amplifier-foundation","predicate":"has lab","object":"Microsoft","text":"microsoft/amplifier-foundation has lab Microsoft."},{"subject":"microsoft/amplifier-foundation","predicate":"has signal desk","object":"repos","text":"microsoft/amplifier-foundation has signal desk repos."},{"subject":"microsoft/amplifier-foundation","predicate":"has source host","object":"github.com","text":"microsoft/amplifier-foundation has source host github.com."},{"subject":"microsoft/amplifier-foundation","predicate":"has repository","object":"microsoft/amplifier-foundation","text":"microsoft/amplifier-foundation has repository microsoft/amplifier-foundation."},{"subject":"microsoft/amplifier-foundation","predicate":"has language","object":"Python","text":"microsoft/amplifier-foundation has language Python."},{"subject":"microsoft/amplifier-foundation","predicate":"has stars","object":"16","text":"microsoft/amplifier-foundation has stars 16."},{"subject":"microsoft/amplifier-foundation","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/amplifier-foundation has watch term Safety and alignment."},{"subject":"microsoft/amplifier-foundation","predicate":"has watch term","object":"Agents and tool use","text":"microsoft/amplifier-foundation has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/amplifier-foundation (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/amplifier-foundation · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/amplifier-foundation","text":"Microsoft published repo microsoft/amplifier-foundation."},{"subject":"microsoft/amplifier-foundation","predicate":"is classified as","object":"repo signal","text":"microsoft/amplifier-foundation is classified as repo signal."},{"subject":"microsoft/amplifier-foundation","predicate":"belongs to","object":"repos desk","text":"microsoft/amplifier-foundation belongs to repos desk."},{"subject":"microsoft/amplifier-foundation","predicate":"has context","object":"Python","text":"microsoft/amplifier-foundation has context Python."},{"subject":"microsoft/amplifier-foundation","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/amplifier-foundation has evidence coverage 1 captured evidence page."}]},"signal":{"id":"fdd94dac-ff47-435a-9c39-eaa807f49ab5","url":"https://onlylabs.fyi/signals/fdd94dac-ff47-435a-9c39-eaa807f49ab5","json_url":"https://onlylabs.fyi/signals/fdd94dac-ff47-435a-9c39-eaa807f49ab5/signal.json","source_url":"https://github.com/microsoft/amplifier-foundation","title":"microsoft/amplifier-foundation","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2025-12-09T22:41:57+00:00","first_seen_at":"2026-06-10T07:01:24.979549+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/amplifier-foundation"]},"facets":{"repo":"microsoft/amplifier-foundation","language":"Python"},"traction":{"github_stars":16,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/microsoft/amplifier-foundation","final_url":"https://github.com/microsoft/amplifier-foundation","title":"microsoft/amplifier-foundation repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:19.773549+00:00","bytes":16557,"raw_path":"af23bd60ef2e5261826c2b8637e11eb17404941204cf4570b922e9b8409f6d30.json","content_hash":"aa687a65369e75f23d255db2ede1e1457391af90a39f0d29465f7984429d9a2d","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-foundation Description: Foundation library for the Amplifier project Language: Python License: MIT Stars: 16 Forks: 17 Open issues: 25 Created: 2025-12-09T22:41:57Z Pushed: 2026-06-10T04:05:41Z Default branch: main Fork: no Archived: no README: Amplifier Foundation Foundational library for the Amplifier ecosystem: bundle composition, utilities, and reference content. Foundation provides: - **Bundle System** - Load, compose, validate, and resolve bundles from local and remote sources - **@Mention System** - Parse and resolve `@namespace:path` references in instructions - **Utilities** - YAML/frontmatter I/O, dict merging, path handling, caching - **Reference Content** - Reusable providers, agents, behaviors, and context files Quick Start ```bash pip install git+https://github.com/microsoft/amplifier-foundation ``` Load, Compose, and Execute ```python import asyncio from amplifier_foundation import load_bundle async def main(): Load foundation bundle and a provider foundation = await load_bundle(\"git+https://github.com/microsoft/amplifier-foundation@main\") provider = await load_bundle(\"./providers/anthropic.yaml\") Compose bundles (later overrides earlier)..."},"evidence_pages":[{"url":"https://github.com/microsoft/amplifier-foundation","final_url":"https://github.com/microsoft/amplifier-foundation","title":"microsoft/amplifier-foundation repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:19.773549+00:00","bytes":16557,"raw_path":"af23bd60ef2e5261826c2b8637e11eb17404941204cf4570b922e9b8409f6d30.json","content_hash":"aa687a65369e75f23d255db2ede1e1457391af90a39f0d29465f7984429d9a2d","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/amplifier-foundation Description: Foundation library for the Amplifier project Language: Python License: MIT Stars: 16 Forks: 17 Open issues: 25 Created: 2025-12-09T22:41:57Z Pushed: 2026-06-10T04:05:41Z Default branch: main Fork: no Archived: no README: Amplifier Foundation Foundational library for the Amplifier ecosystem: bundle composition, utilities, and reference content. 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