{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Model: microsoft/AesCode-32B","description":"Microsoft model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65","json_url":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65/signal.json","generated_at":"2026-10-12T21:11:43.490Z","evidence_latest_fetched_at":"2026-10-11T07:20:24.942048+00:00","signal_first_seen_at":"2026-10-11T07:20:08.256841+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/135a1458-1286-4b05-8fed-6b192611df65","signal_json":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65/signal.json","source":"https://huggingface.co/microsoft/AesCode-32B","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":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/AesCode-32B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 8 HF downloads · Microsoft's 32-billion-parameter code generation AI model.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/microsoft/AesCode-32B","source_host":"huggingface.co","occurred_at":"2026-09-29T13:05:36+00:00","first_seen_at":"2026-10-11T07:20:08.256841+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Microsoft","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"image-text-to-text","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"33.4B","source":"model"},{"label":"Downloads","value":"8","source":"traction"},{"label":"Likes","value":"30","source":"traction"},{"label":"Context","value":"Microsoft's 32-billion-parameter code generation AI model.","source":"signal"},{"label":"Notability","value":"Microsoft model release but very low downloads","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"}],"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://huggingface.co/microsoft/AesCode-32B/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-11T07:20:24.942048+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65/signal.json","dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65/signal.json","required":true},{"label":"source","url":"https://huggingface.co/microsoft/AesCode-32B","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":"https://onlylabs.fyi/topics/releases/signals.json","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 model signal \"microsoft/AesCode-32B\" for frontier lab strategy."},"semantic_triples":[{"subject":"Microsoft","predicate":"published model","object":"microsoft/AesCode-32B","text":"Microsoft published model microsoft/AesCode-32B."},{"subject":"microsoft/AesCode-32B","predicate":"is classified as","object":"model signal","text":"microsoft/AesCode-32B is classified as model signal."},{"subject":"microsoft/AesCode-32B","predicate":"belongs to","object":"releases desk","text":"microsoft/AesCode-32B belongs to releases desk."},{"subject":"microsoft/AesCode-32B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/AesCode-32B has evidence coverage 1 captured evidence page."},{"subject":"microsoft/AesCode-32B","predicate":"has captured page count","object":"1","text":"microsoft/AesCode-32B has captured page count 1."},{"subject":"microsoft/AesCode-32B","predicate":"has readable page count","object":"1","text":"microsoft/AesCode-32B has readable page count 1."},{"subject":"microsoft/AesCode-32B","predicate":"has related signal count","object":"6","text":"microsoft/AesCode-32B has related signal count 6."},{"subject":"microsoft/AesCode-32B","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"microsoft/AesCode-32B has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/AesCode-32B","predicate":"has source host","object":"huggingface.co","text":"microsoft/AesCode-32B has source host huggingface.co."},{"subject":"microsoft/AesCode-32B","predicate":"has lab","object":"Microsoft","text":"microsoft/AesCode-32B has lab Microsoft."},{"subject":"microsoft/AesCode-32B","predicate":"has signal desk","object":"releases","text":"microsoft/AesCode-32B has signal desk releases."},{"subject":"microsoft/AesCode-32B","predicate":"has source host","object":"huggingface.co","text":"microsoft/AesCode-32B has source host huggingface.co."},{"subject":"microsoft/AesCode-32B","predicate":"has task","object":"image-text-to-text","text":"microsoft/AesCode-32B has task image-text-to-text."},{"subject":"microsoft/AesCode-32B","predicate":"has license","object":"apache-2.0","text":"microsoft/AesCode-32B has license apache-2.0."},{"subject":"microsoft/AesCode-32B","predicate":"has library","object":"transformers","text":"microsoft/AesCode-32B has library transformers."},{"subject":"microsoft/AesCode-32B","predicate":"has params","object":"33.4B","text":"microsoft/AesCode-32B has params 33.4B."},{"subject":"microsoft/AesCode-32B","predicate":"has downloads","object":"8","text":"microsoft/AesCode-32B has downloads 8."}]},"intelligence":{"signal_desk":"releases","answer":"Microsoft published microsoft/AesCode-32B. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 8 HF downloads · Microsoft's 32-billion-parameter code generation AI model.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published model","object":"microsoft/AesCode-32B","text":"Microsoft published model microsoft/AesCode-32B."},{"subject":"microsoft/AesCode-32B","predicate":"is classified as","object":"model signal","text":"microsoft/AesCode-32B is classified as model signal."},{"subject":"microsoft/AesCode-32B","predicate":"belongs to","object":"releases desk","text":"microsoft/AesCode-32B belongs to releases desk."},{"subject":"microsoft/AesCode-32B","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/AesCode-32B has evidence coverage 1 captured evidence page."}]},"signal":{"id":"135a1458-1286-4b05-8fed-6b192611df65","url":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65","json_url":"https://onlylabs.fyi/signals/135a1458-1286-4b05-8fed-6b192611df65/signal.json","source_url":"https://huggingface.co/microsoft/AesCode-32B","title":"microsoft/AesCode-32B","summary":"Microsoft published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-29T13:05:36+00:00","first_seen_at":"2026-10-11T07:20:08.256841+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://huggingface.co/microsoft/AesCode-32B/raw/main/README.md"]},"facets":{"pipeline_tag":"image-text-to-text","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":8,"hf_likes":30},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://huggingface.co/microsoft/AesCode-32B/raw/main/README.md","final_url":"https://huggingface.co/microsoft/AesCode-32B/raw/main/README.md","title":"microsoft/AesCode-32B model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-10-11T07:20:24.942048+00:00","bytes":8378,"raw_path":"4a01a8797618e901228ad25a2dba9429128de13dcf86b539fa08e59aeb63d1a7.md","content_hash":"c7da6dba9eb78b74d5cb0bf28717344a1bd7117a19a6a30b5f0d91f682b881bf","excerpt_chars":1200,"truncated":true,"excerpt":"AesCode-32B AesCode generates information-rich visual artifacts such as slides, posters, and dashboards as HTML/CSS. The output remains **structured, editable, and verifiable**, but the task poses a distinct challenge: code models cannot see how layout, hierarchy, and color come together on the canvas. Image generators offer the opposite strength. They compose visually compelling pages but often misrender text, numbers, and logical relationships. AesCode uses an image generated from the same prompt as an aesthetic reference while following the prompt for the required content. Reference input alone does not solve the problem. Off-the-shelf vision-language models may copy hallucinated content or ignore the reference layout. AesCode separates semantic requirements from visual cues through **graph-structured supervision and decoupled cross-modal rewards**. AesCode-32B starts from **Qwen3-VL-32B-Instruct** and is trained with cold-start SFT followed by GDPO across seven reward channels. It is the larger released checkpoint and leads the aggregate benchmark results. - 📄 Paper: *AesCode: Aesthetic Code Generation with Decoupled Cross-Modal Rewards* - 💻 Code:..."},"evidence_pages":[],"related_signals":[{"id":"f18b0a2e-7e51-403a-b8f9-6374b4d0d817","url":"https://onlylabs.fyi/signals/f18b0a2e-7e51-403a-b8f9-6374b4d0d817","source_url":"https://huggingface.co/microsoft/AesCode-8B","title":"microsoft/AesCode-8B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-29T13:04:44+00:00","first_seen_at":"2026-10-11T07:20:08.256841+00:00","date_source":"source"},{"id":"d7c67358-0019-41e1-a212-b1ad62f572fe","url":"https://onlylabs.fyi/signals/d7c67358-0019-41e1-a212-b1ad62f572fe","source_url":"https://huggingface.co/microsoft/rho-roboeval","title":"microsoft/rho-roboeval","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-21T19:13:53+00:00","first_seen_at":"2026-09-23T07:20:08.566613+00:00","date_source":"source"},{"id":"add52401-a2c9-4f24-ae17-48bb89c2cae6","url":"https://onlylabs.fyi/signals/add52401-a2c9-4f24-ae17-48bb89c2cae6","source_url":"https://huggingface.co/microsoft/FrogNano-4B-2609","title":"microsoft/FrogNano-4B-2609","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-17T00:13:57+00:00","first_seen_at":"2026-10-03T07:20:08.155123+00:00","date_source":"source"},{"id":"722339a2-9907-40b0-af1d-aa4dd13570cd","url":"https://onlylabs.fyi/signals/722339a2-9907-40b0-af1d-aa4dd13570cd","source_url":"https://huggingface.co/microsoft/VibeVoice-ASR-Streaming-1.5B","title":"microsoft/VibeVoice-ASR-Streaming-1.5B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-02T15:51:38+00:00","first_seen_at":"2026-09-03T07:20:08.322273+00:00","date_source":"source"},{"id":"c364affa-2e88-41d6-8ef4-6b137b435cc6","url":"https://onlylabs.fyi/signals/c364affa-2e88-41d6-8ef4-6b137b435cc6","source_url":"https://huggingface.co/microsoft/VibeVoice-ASR-Streaming-7B","title":"microsoft/VibeVoice-ASR-Streaming-7B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-09-02T15:46:22+00:00","first_seen_at":"2026-09-03T07:20:08.322273+00:00","date_source":"source"},{"id":"3d2ea2ae-c1d8-41e0-a197-0b77afe95682","url":"https://onlylabs.fyi/signals/3d2ea2ae-c1d8-41e0-a197-0b77afe95682","source_url":"https://huggingface.co/microsoft/rho-libero","title":"microsoft/rho-libero","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-08-28T23:17:11+00:00","first_seen_at":"2026-09-23T07:20:08.566613+00:00","date_source":"source"}]}