{"schema_version":"onlylabs.public_signal.v1","title":"DeepSeek Model: deepseek-ai/DeepSeek-V3.2-Exp","description":"DeepSeek model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8","json_url":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8/signal.json","generated_at":"2026-06-11T02:50:34.267615+00:00","org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/deepseek","dossier_json_url":"https://onlylabs.fyi/labs/deepseek/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8","signal_json":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8/signal.json","source":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp","lab_dossier":"https://onlylabs.fyi/labs/deepseek","lab_dossier_json":"https://onlylabs.fyi/labs/deepseek/dossier.json","analysis":"https://onlylabs.fyi/analysis/deepseek","analysis_json":"https://onlylabs.fyi/analysis/deepseek/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/deepseek/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":"DeepSeek published deepseek-ai/DeepSeek-V3.2-Exp. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 162.3K HF downloads · Major model release with high traction.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp","source_host":"huggingface.co","occurred_at":"2025-09-29T06:07:26+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"DeepSeek","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"mit","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"685.4B","source":"model"},{"label":"Downloads","value":"162.3K","source":"traction"},{"label":"Likes","value":"992","source":"traction"},{"label":"Notability","value":"Major model release with high traction.","source":"signal"},{"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":"Agents and tool use","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/deepseek-ai/DeepSeek-V3.2-Exp/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:34.267615+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8/signal.json","dossier_json":"https://onlylabs.fyi/labs/deepseek/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/deepseek/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/deepseek/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/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8/signal.json","required":true},{"label":"source","url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/deepseek/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/deepseek/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 DeepSeek's model signal \"deepseek-ai/DeepSeek-V3.2-Exp\" for frontier lab strategy."},"semantic_triples":[{"subject":"DeepSeek","predicate":"published model","object":"deepseek-ai/DeepSeek-V3.2-Exp","text":"DeepSeek published model deepseek-ai/DeepSeek-V3.2-Exp."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"is classified as","object":"model signal","text":"deepseek-ai/DeepSeek-V3.2-Exp is classified as model signal."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"belongs to","object":"releases desk","text":"deepseek-ai/DeepSeek-V3.2-Exp belongs to releases desk."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/DeepSeek-V3.2-Exp has evidence coverage 1 captured evidence page."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has captured page count","object":"1","text":"deepseek-ai/DeepSeek-V3.2-Exp has captured page count 1."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has readable page count","object":"1","text":"deepseek-ai/DeepSeek-V3.2-Exp has readable page count 1."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has related signal count","object":"6","text":"deepseek-ai/DeepSeek-V3.2-Exp has related signal count 6."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","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":"deepseek-ai/DeepSeek-V3.2-Exp has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has source host","object":"huggingface.co","text":"deepseek-ai/DeepSeek-V3.2-Exp has source host huggingface.co."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has lab","object":"DeepSeek","text":"deepseek-ai/DeepSeek-V3.2-Exp has lab DeepSeek."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has signal desk","object":"releases","text":"deepseek-ai/DeepSeek-V3.2-Exp has signal desk releases."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has source host","object":"huggingface.co","text":"deepseek-ai/DeepSeek-V3.2-Exp has source host huggingface.co."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has task","object":"text-generation","text":"deepseek-ai/DeepSeek-V3.2-Exp has task text-generation."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has license","object":"mit","text":"deepseek-ai/DeepSeek-V3.2-Exp has license mit."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has library","object":"transformers","text":"deepseek-ai/DeepSeek-V3.2-Exp has library transformers."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has params","object":"685.4B","text":"deepseek-ai/DeepSeek-V3.2-Exp has params 685.4B."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has downloads","object":"162.3K","text":"deepseek-ai/DeepSeek-V3.2-Exp has downloads 162.3K."}]},"intelligence":{"signal_desk":"releases","answer":"DeepSeek published deepseek-ai/DeepSeek-V3.2-Exp. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 162.3K HF downloads · Major model release with high traction.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"DeepSeek","predicate":"published model","object":"deepseek-ai/DeepSeek-V3.2-Exp","text":"DeepSeek published model deepseek-ai/DeepSeek-V3.2-Exp."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"is classified as","object":"model signal","text":"deepseek-ai/DeepSeek-V3.2-Exp is classified as model signal."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"belongs to","object":"releases desk","text":"deepseek-ai/DeepSeek-V3.2-Exp belongs to releases desk."},{"subject":"deepseek-ai/DeepSeek-V3.2-Exp","predicate":"has evidence coverage","object":"1 captured evidence page","text":"deepseek-ai/DeepSeek-V3.2-Exp has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8","url":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8","json_url":"https://onlylabs.fyi/signals/b26a6f5a-daff-4ce9-b70f-7805fa4c1ca8/signal.json","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp","title":"deepseek-ai/DeepSeek-V3.2-Exp","summary":"DeepSeek published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-09-29T06:07:26+00:00","first_seen_at":"2026-06-06T01:49:29.509891+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/deepseek-ai/DeepSeek-V3.2-Exp/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":162267,"hf_likes":992},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp/raw/main/README.md","final_url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp/raw/main/README.md","title":"deepseek-ai/DeepSeek-V3.2-Exp model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:34.267615+00:00","bytes":7035,"raw_path":"17f5af8e4beeef6f9a3260f101a9298231e675381a58fb387420ed3431f0ae3f.md","content_hash":"82ff33612f0f467423a3082dd300e923a94ac14bdec2f44ff22ce0f31ffd1bb4","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit library_name: transformers base_model: - deepseek-ai/DeepSeek-V3.2-Exp-Base base_model_relation: finetune --- DeepSeek-V3.2-Exp <!-- markdownlint-disable first-line-h1 --> <!-- markdownlint-disable html --> <!-- markdownlint-disable no-duplicate-header --> <div align=\"center\"> <img src=\"https://github.com/deepseek-ai/DeepSeek-V2/blob/main/figures/logo.svg?raw=true\" width=\"60%\" alt=\"DeepSeek-V3\" /> </div> <hr> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://www.deepseek.com/\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Homepage\" src=\"https://github.com/deepseek-ai/DeepSeek-V2/blob/main/figures/badge.svg?raw=true\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://chat.deepseek.com/\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Chat\" src=\"https://img.shields.io/badge/🤖%20Chat-DeepSeek%20V3-536af5?color=536af5&logoColor=white\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://huggingface.co/deepseek-ai\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Hugging Face\" src=\"https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-DeepSeek%20AI-ffc107?color=ffc107&logoColor=white\"..."},"evidence_pages":[{"url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp/raw/main/README.md","final_url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Exp/raw/main/README.md","title":"deepseek-ai/DeepSeek-V3.2-Exp model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:34.267615+00:00","bytes":7035,"raw_path":"17f5af8e4beeef6f9a3260f101a9298231e675381a58fb387420ed3431f0ae3f.md","content_hash":"82ff33612f0f467423a3082dd300e923a94ac14bdec2f44ff22ce0f31ffd1bb4","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit library_name: transformers base_model: - deepseek-ai/DeepSeek-V3.2-Exp-Base base_model_relation: finetune --- DeepSeek-V3.2-Exp <!-- markdownlint-disable first-line-h1 --> <!-- markdownlint-disable html --> <!-- markdownlint-disable no-duplicate-header --> <div align=\"center\"> <img src=\"https://github.com/deepseek-ai/DeepSeek-V2/blob/main/figures/logo.svg?raw=true\" width=\"60%\" alt=\"DeepSeek-V3\" /> </div> <hr> <div align=\"center\" style=\"line-height: 1;\"> <a href=\"https://www.deepseek.com/\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Homepage\" src=\"https://github.com/deepseek-ai/DeepSeek-V2/blob/main/figures/badge.svg?raw=true\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://chat.deepseek.com/\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Chat\" src=\"https://img.shields.io/badge/🤖%20Chat-DeepSeek%20V3-536af5?color=536af5&logoColor=white\" style=\"display: inline-block; vertical-align: middle;\"/> </a> <a href=\"https://huggingface.co/deepseek-ai\" target=\"_blank\" style=\"margin: 2px;\"> <img alt=\"Hugging Face\" src=\"https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-DeepSeek%20AI-ffc107?color=ffc107&logoColor=white\"..."}],"related_signals":[{"id":"906adf75-ac56-484b-acee-a3c5a3156607","url":"https://onlylabs.fyi/signals/906adf75-ac56-484b-acee-a3c5a3156607","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro-Base","title":"deepseek-ai/DeepSeek-V4-Pro-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-04-22T06:04:35+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source"},{"id":"8c53a2f1-05e0-43c1-8fc8-d579e4e76046","url":"https://onlylabs.fyi/signals/8c53a2f1-05e0-43c1-8fc8-d579e4e76046","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash-Base","title":"deepseek-ai/DeepSeek-V4-Flash-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-04-22T06:03:55+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source"},{"id":"d97ef29f-cfc6-45f5-ac35-b7f8ee288d1c","url":"https://onlylabs.fyi/signals/d97ef29f-cfc6-45f5-ac35-b7f8ee288d1c","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-OCR-2","title":"deepseek-ai/DeepSeek-OCR-2","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2026-01-27T02:56:54+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source"},{"id":"ba339d3c-d329-4096-8664-058e2a88d646","url":"https://onlylabs.fyi/signals/ba339d3c-d329-4096-8664-058e2a88d646","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2","title":"deepseek-ai/DeepSeek-V3.2","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-12-01T02:34:49+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source"},{"id":"532117f6-71d9-4ab2-9e3d-494bb7606466","url":"https://onlylabs.fyi/signals/532117f6-71d9-4ab2-9e3d-494bb7606466","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Speciale","title":"deepseek-ai/DeepSeek-V3.2-Speciale","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-11-28T03:00:02+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source"},{"id":"13bd7946-2594-4173-aa3a-8da00df6c14e","url":"https://onlylabs.fyi/signals/13bd7946-2594-4173-aa3a-8da00df6c14e","source_url":"https://huggingface.co/deepseek-ai/DeepSeek-OCR","title":"deepseek-ai/DeepSeek-OCR","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"deepseek","name":"DeepSeek","category":"frontier-lab"},"occurred_at":"2025-10-17T06:22:05+00:00","first_seen_at":"2026-06-06T01:49:29.509891+00:00","date_source":"source"}]}