{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/Ling-3.0-flash","description":"InclusionAI (Ant Group) model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f","json_url":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f/signal.json","generated_at":"2026-09-09T21:04:46.029Z","evidence_latest_fetched_at":"2026-08-05T07:20:24.660465+00:00","signal_first_seen_at":"2026-08-05T07:20:10.005999+00:00","org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/inclusionai","dossier_json_url":"https://onlylabs.fyi/labs/inclusionai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f","signal_json":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f/signal.json","source":"https://huggingface.co/inclusionAI/Ling-3.0-flash","lab_dossier":"https://onlylabs.fyi/labs/inclusionai","lab_dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis":"https://onlylabs.fyi/analysis/inclusionai","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"InclusionAI (Ant Group) published inclusionAI/Ling-3.0-flash. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 17.3K HF downloads · Flash variant of Ling-3.0 language model by inclusionAI.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash","source_host":"huggingface.co","occurred_at":"2026-08-02T16:14:41+00:00","first_seen_at":"2026-08-05T07:20:10.005999+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","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":"Params","value":"127.5B","source":"model"},{"label":"Downloads","value":"17.3K","source":"traction"},{"label":"Likes","value":"404","source":"traction"},{"label":"Context","value":"Flash variant of Ling-3.0 language model by inclusionAI.","source":"signal"},{"label":"Notability","value":"Low traction model release.","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":"Data pipeline","source":"evidence"},{"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/inclusionAI/Ling-3.0-flash/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-05T07:20:24.660465+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f/signal.json","dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/Ling-3.0-flash","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/inclusionai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/inclusionai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 InclusionAI (Ant Group)'s model signal \"inclusionAI/Ling-3.0-flash\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/Ling-3.0-flash","text":"InclusionAI (Ant Group) published model inclusionAI/Ling-3.0-flash."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"is classified as","object":"model signal","text":"inclusionAI/Ling-3.0-flash is classified as model signal."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Ling-3.0-flash belongs to releases desk."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-3.0-flash has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has captured page count","object":"1","text":"inclusionAI/Ling-3.0-flash has captured page count 1."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has readable page count","object":"1","text":"inclusionAI/Ling-3.0-flash has readable page count 1."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has related signal count","object":"6","text":"inclusionAI/Ling-3.0-flash has related signal count 6."},{"subject":"inclusionAI/Ling-3.0-flash","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":"inclusionAI/Ling-3.0-flash has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/Ling-3.0-flash has source host huggingface.co."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ling-3.0-flash has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has signal desk","object":"releases","text":"inclusionAI/Ling-3.0-flash has signal desk releases."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/Ling-3.0-flash has source host huggingface.co."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has task","object":"text-generation","text":"inclusionAI/Ling-3.0-flash has task text-generation."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has license","object":"mit","text":"inclusionAI/Ling-3.0-flash has license mit."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has params","object":"127.5B","text":"inclusionAI/Ling-3.0-flash has params 127.5B."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has downloads","object":"17.3K","text":"inclusionAI/Ling-3.0-flash has downloads 17.3K."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has likes","object":"404","text":"inclusionAI/Ling-3.0-flash has likes 404."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/Ling-3.0-flash. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 17.3K HF downloads · Flash variant of Ling-3.0 language model by inclusionAI.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/Ling-3.0-flash","text":"InclusionAI (Ant Group) published model inclusionAI/Ling-3.0-flash."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"is classified as","object":"model signal","text":"inclusionAI/Ling-3.0-flash is classified as model signal."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Ling-3.0-flash belongs to releases desk."},{"subject":"inclusionAI/Ling-3.0-flash","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-3.0-flash has evidence coverage 1 captured evidence page."}]},"signal":{"id":"63ed767f-3d9e-4835-a499-0e47bc99f96f","url":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f","json_url":"https://onlylabs.fyi/signals/63ed767f-3d9e-4835-a499-0e47bc99f96f/signal.json","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash","title":"inclusionAI/Ling-3.0-flash","summary":"InclusionAI (Ant Group) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-02T16:14:41+00:00","first_seen_at":"2026-08-05T07:20:10.005999+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/inclusionAI/Ling-3.0-flash/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":17309,"hf_likes":404},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://huggingface.co/inclusionAI/Ling-3.0-flash/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash/raw/main/README.md","title":"inclusionAI/Ling-3.0-flash model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-08-05T07:20:24.660465+00:00","bytes":10042,"raw_path":"ee0fc0b982ff634295f228ea2ae3df99a428355ec461732573cc68720eee8991.md","content_hash":"3e4ea1485872950482b4a60a61cf8a547cd932606186d939513c5e3c0892d38c","excerpt_chars":1200,"truncated":true,"excerpt":"🤗 Hugging Face | 🤖 ModelScope | 🐙 OpenRouter Introduction We're introducing Ling-3.0-flash, our next-generation native hybrid reasoning model. Operating with **124B** total and **5.1B** active parameters (~12.4% and ~8.1% of our previous 1T-class flagship Ring-2.6-1T), Ling-3.0-flash matches or outperforms its predecessor across key benchmarks. Key highlights of the model are summarized below: + **Native Hybrid-Linear Architecture:** Ling-3.0 adopts a native hybrid linear attention architecture from the very start of pretraining (5:1 alternating stacking of Kimi Delta Attention (KDA) and MLA), upgraded with KDA fine-grained diagonal gating and 1/64 sparse MoE. With 124B total parameters and 5.1B activated parameters, it achieves a synergistic leap in long-context efficiency and computational cost. + **Remarkable Efficiency & Performance:** Engineered for speed, compute efficiency, and production deployment, Ling-3.0-flash delivers class-defying performance against both larger SOTA competitors and previous-generation flagships. Activating only 5.1B parameters per token, it provides impressive reasoning, instruction following, and long-context capabilities to empower complex..."},"evidence_pages":[],"related_signals":[{"id":"a03c59af-a22b-403e-ab06-8cbb012a99b8","url":"https://onlylabs.fyi/signals/a03c59af-a22b-403e-ab06-8cbb012a99b8","source_url":"https://huggingface.co/inclusionAI/LLaDA-UI","title":"inclusionAI/LLaDA-UI","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-06T05:08:15+00:00","first_seen_at":"2026-09-09T07:20:10.27629+00:00","date_source":"source"},{"id":"caa3295e-e359-4bd2-9660-f4c99740cc41","url":"https://onlylabs.fyi/signals/caa3295e-e359-4bd2-9660-f4c99740cc41","source_url":"https://huggingface.co/inclusionAI/LLaDA2.2-mini","title":"inclusionAI/LLaDA2.2-mini","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-05T05:16:19+00:00","first_seen_at":"2026-09-06T07:20:09.806607+00:00","date_source":"source"},{"id":"2c4ebd07-318d-4961-a3c4-d8b777b1f763","url":"https://onlylabs.fyi/signals/2c4ebd07-318d-4961-a3c4-d8b777b1f763","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-VL","title":"inclusionAI/Ling-3.0-flash-VL","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-04T15:24:37+00:00","first_seen_at":"2026-09-09T07:20:10.27629+00:00","date_source":"source"},{"id":"246fb973-7e44-4040-ac7e-c7de2ae08db3","url":"https://onlylabs.fyi/signals/246fb973-7e44-4040-ac7e-c7de2ae08db3","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin","title":"inclusionAI/Ling-3.0-flash-Fin","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-03T06:09:53+00:00","first_seen_at":"2026-09-04T07:21:02.720387+00:00","date_source":"source"},{"id":"b8dd5a87-4208-40e6-af19-7d29378ce7ff","url":"https://onlylabs.fyi/signals/b8dd5a87-4208-40e6-af19-7d29378ce7ff","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-tiny-singprobe","title":"inclusionAI/Ling-3.0-tiny-singprobe","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-01T07:13:06+00:00","first_seen_at":"2026-09-02T07:20:58.060778+00:00","date_source":"source"},{"id":"2f93786e-efba-4d78-aacb-cdd14c259477","url":"https://onlylabs.fyi/signals/2f93786e-efba-4d78-aacb-cdd14c259477","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-singprobe","title":"inclusionAI/Ling-3.0-flash-singprobe","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-01T07:12:49+00:00","first_seen_at":"2026-09-02T07:20:58.060778+00:00","date_source":"source"}]}