{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/avml","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/7684d62e-b21f-4fa4-bd4b-58a296302807","json_url":"https://onlylabs.fyi/signals/7684d62e-b21f-4fa4-bd4b-58a296302807/signal.json","generated_at":"2026-06-27T00:33:16.334Z","evidence_latest_fetched_at":"2026-06-19T07:02:55.187814+00:00","signal_first_seen_at":"2026-06-19T07:01:21.071798+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/7684d62e-b21f-4fa4-bd4b-58a296302807","signal_json":"https://onlylabs.fyi/signals/7684d62e-b21f-4fa4-bd4b-58a296302807/signal.json","source":"https://github.com/microsoft/avml","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/avml (Rust). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/avml · language Rust · Substantive new repo with 1k+ stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/microsoft/avml","source_host":"github.com","occurred_at":"2019-06-06T23:01:51+00:00","first_seen_at":"2026-06-19T07:01:21.071798+00:00","date_source":"source","context":"Rust"},"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/avml","source":"source"},{"label":"Language","value":"Rust","source":"source"},{"label":"Stars","value":"1,098","source":"traction"},{"label":"Notability","value":"Substantive new repo with 1k+ stars","source":"signal"},{"label":"Watch term","value":"Safety and 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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/7684d62e-b21f-4fa4-bd4b-58a296302807/signal.json","required":true},{"label":"source","url":"https://github.com/microsoft/avml","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/avml\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/avml","text":"Microsoft published repo microsoft/avml."},{"subject":"microsoft/avml","predicate":"is classified as","object":"repo signal","text":"microsoft/avml is classified as repo signal."},{"subject":"microsoft/avml","predicate":"belongs to","object":"repos desk","text":"microsoft/avml belongs to repos desk."},{"subject":"microsoft/avml","predicate":"has context","object":"Rust","text":"microsoft/avml has context Rust."},{"subject":"microsoft/avml","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml has evidence coverage 1 captured evidence page."},{"subject":"microsoft/avml","predicate":"has captured page count","object":"1","text":"microsoft/avml has captured page count 1."},{"subject":"microsoft/avml","predicate":"has readable page count","object":"1","text":"microsoft/avml has readable page count 1."},{"subject":"microsoft/avml","predicate":"has related signal count","object":"6","text":"microsoft/avml has related signal count 6."},{"subject":"microsoft/avml","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/avml 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/avml","predicate":"has source host","object":"github.com","text":"microsoft/avml has source host github.com."},{"subject":"microsoft/avml","predicate":"has lab","object":"Microsoft","text":"microsoft/avml has lab Microsoft."},{"subject":"microsoft/avml","predicate":"has signal desk","object":"repos","text":"microsoft/avml has signal desk repos."},{"subject":"microsoft/avml","predicate":"has source host","object":"github.com","text":"microsoft/avml has source host github.com."},{"subject":"microsoft/avml","predicate":"has repository","object":"microsoft/avml","text":"microsoft/avml has repository microsoft/avml."},{"subject":"microsoft/avml","predicate":"has language","object":"Rust","text":"microsoft/avml has language Rust."},{"subject":"microsoft/avml","predicate":"has stars","object":"1,098","text":"microsoft/avml has stars 1,098."},{"subject":"microsoft/avml","predicate":"has notability","object":"Substantive new repo with 1k+ stars","text":"microsoft/avml has notability Substantive new repo with 1k+ stars."},{"subject":"microsoft/avml","predicate":"has watch term","object":"Safety and alignment","text":"microsoft/avml has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"repos","answer":"Microsoft published microsoft/avml (Rust). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo microsoft/avml · language Rust · Substantive new repo with 1k+ stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published repo","object":"microsoft/avml","text":"Microsoft published repo microsoft/avml."},{"subject":"microsoft/avml","predicate":"is classified as","object":"repo signal","text":"microsoft/avml is classified as repo signal."},{"subject":"microsoft/avml","predicate":"belongs to","object":"repos desk","text":"microsoft/avml belongs to repos desk."},{"subject":"microsoft/avml","predicate":"has context","object":"Rust","text":"microsoft/avml has context Rust."},{"subject":"microsoft/avml","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/avml has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7684d62e-b21f-4fa4-bd4b-58a296302807","url":"https://onlylabs.fyi/signals/7684d62e-b21f-4fa4-bd4b-58a296302807","json_url":"https://onlylabs.fyi/signals/7684d62e-b21f-4fa4-bd4b-58a296302807/signal.json","source_url":"https://github.com/microsoft/avml","title":"microsoft/avml","summary":"Microsoft published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2019-06-06T23:01:51+00:00","first_seen_at":"2026-06-19T07:01:21.071798+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/avml"]},"facets":{"repo":"microsoft/avml","language":"Rust"},"traction":{"github_stars":1098,"hn_points":2,"hn_comments":0,"hn_story_id":"45090010","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/microsoft/avml","final_url":"https://github.com/microsoft/avml","title":"microsoft/avml repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-19T07:02:55.187814+00:00","bytes":16723,"raw_path":"30bbffd7c697cb4c3c8ada0ea9570738ce7eece6d5abfafea45f7ec6e91d1d55.json","content_hash":"642c4e443c24cdc0d1117b4cf4831d68ba051cab1cfce92ae76d4086c5256e52","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/avml Description: AVML - Acquire Volatile Memory for Linux Language: Rust License: MIT Stars: 1098 Forks: 90 Open issues: 3 Created: 2019-06-06T23:01:51Z Pushed: 2026-06-19T03:23:28Z Default branch: main Fork: no Archived: no README: AVML (Acquire Volatile Memory for Linux) Summary *A portable volatile memory acquisition tool for Linux.* AVML is an X86\\_64 userland volatile memory acquisition tool written in [Rust](https://www.rust-lang.org/), intended to be deployed as a static binary. AVML can be used to acquire memory without knowing the target OS distribution or kernel a priori. No on-target compilation or fingerprinting is needed. Features * Save recorded images to external locations via Azure Blob Store or HTTP PUT * Azure Blob Storage uploads retry transient failures via the Azure SDK's default exponential backoff policy (8 attempts, capped at one minute total elapsed). * Optional page level compression using [Snappy](https://google.github.io/snappy/). * Uses [LiME](https://github.com/504ensicsLabs/LiME/) output format (when not using compression). Memory Sources * /dev/crash * /proc/kcore * /dev/mem If the memory source is not specified on the commandline, AVML..."},"evidence_pages":[],"related_signals":[{"id":"6ae6413d-d27f-4b6c-8c34-260526c5ad4a","url":"https://onlylabs.fyi/signals/6ae6413d-d27f-4b6c-8c34-260526c5ad4a","source_url":"https://github.com/microsoft/Agentic-Shiksha","title":"microsoft/Agentic-Shiksha","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T06:44:56+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"fa96889d-12d2-430e-9871-9405d53d73bd","url":"https://onlylabs.fyi/signals/fa96889d-12d2-430e-9871-9405d53d73bd","source_url":"https://github.com/microsoft/XBOX-Game-Development-Documentation","title":"microsoft/XBOX-Game-Development-Documentation","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-26T01:33:33+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"234643d2-74f7-4307-8794-f6e80fec2878","url":"https://onlylabs.fyi/signals/234643d2-74f7-4307-8794-f6e80fec2878","source_url":"https://github.com/microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","title":"microsoft/LAB513-Build-an-AI-Powered-FAQ-Assistant-with-Azure-SQL","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:50:36+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"ac8e1b0a-9de4-4215-b6e6-d443de8b7710","url":"https://onlylabs.fyi/signals/ac8e1b0a-9de4-4215-b6e6-d443de8b7710","source_url":"https://github.com/microsoft/TechLab-Module-19-Defender-for-Storage","title":"microsoft/TechLab-Module-19-Defender-for-Storage","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T19:41:12+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"74d1798f-3e3a-4dbb-b4a3-5492da857f7f","url":"https://onlylabs.fyi/signals/74d1798f-3e3a-4dbb-b4a3-5492da857f7f","source_url":"https://github.com/microsoft/Custom-Copilot-Connector-using-Connector-SDK","title":"microsoft/Custom-Copilot-Connector-using-Connector-SDK","context":"C#","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T11:45:08+00:00","first_seen_at":"2026-06-26T23:50:36.940197+00:00","date_source":"source"},{"id":"2b3f3fc0-60f0-4892-934e-c720429e9476","url":"https://onlylabs.fyi/signals/2b3f3fc0-60f0-4892-934e-c720429e9476","source_url":"https://github.com/microsoft/trainer-ai-labs","title":"microsoft/trainer-ai-labs","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-06-25T07:07:28+00:00","first_seen_at":"2026-06-26T23:50:37.018387+00:00","date_source":"source"}]}