{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Model: inclusionAI/Ling-2.6-1T-base","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/228149f6-5469-4852-9846-631eb2ae8256","json_url":"https://onlylabs.fyi/signals/228149f6-5469-4852-9846-631eb2ae8256/signal.json","generated_at":"2026-06-27T02:04:04.738Z","evidence_latest_fetched_at":"2026-06-16T07:02:09.476674+00:00","signal_first_seen_at":"2026-06-16T07:00:51.528604+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/228149f6-5469-4852-9846-631eb2ae8256","signal_json":"https://onlylabs.fyi/signals/228149f6-5469-4852-9846-631eb2ae8256/signal.json","source":"https://huggingface.co/inclusionAI/Ling-2.6-1T-base","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-2.6-1T-base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 239 HF downloads · 2.6B parameter base language model trained on 1T tokens 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-2.6-1T-base","source_host":"huggingface.co","occurred_at":"2026-06-02T11:34:31+00:00","first_seen_at":"2026-06-16T07:00:51.528604+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":"Library","value":"transformers","source":"model"},{"label":"Params","value":"1T","source":"model"},{"label":"Downloads","value":"239","source":"traction"},{"label":"Likes","value":"13","source":"traction"},{"label":"Context","value":"2.6B parameter base language model trained on 1T tokens by inclusionAI.","source":"signal"},{"label":"Notability","value":"Large model release without community traction.","source":"signal"},{"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":"Safety and alignment","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-2.6-1T-base/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-16T07:02:09.476674+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/228149f6-5469-4852-9846-631eb2ae8256/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/228149f6-5469-4852-9846-631eb2ae8256/signal.json","required":true},{"label":"source","url":"https://huggingface.co/inclusionAI/Ling-2.6-1T-base","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-2.6-1T-base\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published model","object":"inclusionAI/Ling-2.6-1T-base","text":"InclusionAI (Ant Group) published model inclusionAI/Ling-2.6-1T-base."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"is classified as","object":"model signal","text":"inclusionAI/Ling-2.6-1T-base is classified as model signal."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Ling-2.6-1T-base belongs to releases desk."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-2.6-1T-base has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has captured page count","object":"1","text":"inclusionAI/Ling-2.6-1T-base has captured page count 1."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has readable page count","object":"1","text":"inclusionAI/Ling-2.6-1T-base has readable page count 1."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has related signal count","object":"6","text":"inclusionAI/Ling-2.6-1T-base has related signal count 6."},{"subject":"inclusionAI/Ling-2.6-1T-base","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-2.6-1T-base 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-2.6-1T-base","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/Ling-2.6-1T-base has source host huggingface.co."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/Ling-2.6-1T-base has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has signal desk","object":"releases","text":"inclusionAI/Ling-2.6-1T-base has signal desk releases."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has source host","object":"huggingface.co","text":"inclusionAI/Ling-2.6-1T-base has source host huggingface.co."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has task","object":"text-generation","text":"inclusionAI/Ling-2.6-1T-base has task text-generation."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has license","object":"mit","text":"inclusionAI/Ling-2.6-1T-base has license mit."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has library","object":"transformers","text":"inclusionAI/Ling-2.6-1T-base has library transformers."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has params","object":"1T","text":"inclusionAI/Ling-2.6-1T-base has params 1T."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has downloads","object":"239","text":"inclusionAI/Ling-2.6-1T-base has downloads 239."}]},"intelligence":{"signal_desk":"releases","answer":"InclusionAI (Ant Group) published inclusionAI/Ling-2.6-1T-base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 239 HF downloads · 2.6B parameter base language model trained on 1T tokens 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-2.6-1T-base","text":"InclusionAI (Ant Group) published model inclusionAI/Ling-2.6-1T-base."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"is classified as","object":"model signal","text":"inclusionAI/Ling-2.6-1T-base is classified as model signal."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"belongs to","object":"releases desk","text":"inclusionAI/Ling-2.6-1T-base belongs to releases desk."},{"subject":"inclusionAI/Ling-2.6-1T-base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/Ling-2.6-1T-base has evidence coverage 1 captured evidence page."}]},"signal":{"id":"228149f6-5469-4852-9846-631eb2ae8256","url":"https://onlylabs.fyi/signals/228149f6-5469-4852-9846-631eb2ae8256","json_url":"https://onlylabs.fyi/signals/228149f6-5469-4852-9846-631eb2ae8256/signal.json","source_url":"https://huggingface.co/inclusionAI/Ling-2.6-1T-base","title":"inclusionAI/Ling-2.6-1T-base","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":"2026-06-02T11:34:31+00:00","first_seen_at":"2026-06-16T07:00:51.528604+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-2.6-1T-base/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":239,"hf_likes":13},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://huggingface.co/inclusionAI/Ling-2.6-1T-base/raw/main/README.md","final_url":"https://huggingface.co/inclusionAI/Ling-2.6-1T-base/raw/main/README.md","title":"inclusionAI/Ling-2.6-1T-base model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-16T07:02:09.476674+00:00","bytes":7768,"raw_path":"c27efbe39fbe9dd2e0f7ea2a6e25fdce5b09e8b21d8707c19d84b1b502394921.md","content_hash":"c67ae137b695ad867a2af8d19cf7dd724e980a76c829db4e2ca0cbc463de791e","excerpt_chars":1200,"truncated":true,"excerpt":"🤗 Hugging Face | 🤖 ModelScope | Tech Report Ling-2.6-1T-base Ling-2.6-1T-base is the base checkpoint behind the Ling-2.6-1T and Ring-2.6-1T. It is a trillion-parameter Mixture-of-Experts language model retrofitted from Ling-2.0-1T-base with a hybrid linear attention design, continued pre-training, and long-context mid-training. This release is intended for research, continued pre-training, distillation, and supervised or preference-based fine-tuning. It is not a chat-aligned assistant model. If you want an out-of-the-box instruction or reasoning model, use the corresponding Ling-2.6 or Ring-2.6 post-trained checkpoints instead. 1. Model Overview Ling-2.6-1T-base is designed to preserve the capability of the Ling-2.0 trillion-scale backbone while making long-context training and inference materially more efficient. The core upgrade is a hybrid attention retrofit that combines Lightning Attention with MLA in a 7:1 ratio, together with a smooth migration pipeline from the original GQA-based architecture. According to the technical report, the model is trained through approximately 9.6T tokens across migration pre-training, continued pre-training, and mid-training, with staged..."},"evidence_pages":[],"related_signals":[{"id":"c06d22c0-9c2f-46ff-8068-c7b8640b3518","url":"https://onlylabs.fyi/signals/c06d22c0-9c2f-46ff-8068-c7b8640b3518","source_url":"https://huggingface.co/inclusionAI/Sing-Guard-0.8b","title":"inclusionAI/Sing-Guard-0.8b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-06-24T01:43:37+00:00","first_seen_at":"2026-06-24T07:00:50.33815+00:00","date_source":"source"},{"id":"8608b22b-9c47-4205-a285-9bd5a0185b48","url":"https://onlylabs.fyi/signals/8608b22b-9c47-4205-a285-9bd5a0185b48","source_url":"https://huggingface.co/inclusionAI/VISTA-9B","title":"inclusionAI/VISTA-9B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-06-12T09:14:21+00:00","first_seen_at":"2026-06-13T07:00:44.509977+00:00","date_source":"source"},{"id":"2c401d3d-3cd1-4f3e-b512-b72c01856cd0","url":"https://onlylabs.fyi/signals/2c401d3d-3cd1-4f3e-b512-b72c01856cd0","source_url":"https://huggingface.co/inclusionAI/VISTA-4B","title":"inclusionAI/VISTA-4B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-06-12T08:59:41+00:00","first_seen_at":"2026-06-13T07:00:44.509977+00:00","date_source":"source"},{"id":"709d7380-9f26-43d3-8ee8-749d86ca9d33","url":"https://onlylabs.fyi/signals/709d7380-9f26-43d3-8ee8-749d86ca9d33","source_url":"https://huggingface.co/inclusionAI/Ling-2.6-flash-base","title":"inclusionAI/Ling-2.6-flash-base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-06-02T09:55:55+00:00","first_seen_at":"2026-06-16T07:00:51.528604+00:00","date_source":"source"},{"id":"dd5db896-9862-4795-9e90-2c5c719ff722","url":"https://onlylabs.fyi/signals/dd5db896-9862-4795-9e90-2c5c719ff722","source_url":"https://huggingface.co/inclusionAI/Sing-Guard-4b","title":"inclusionAI/Sing-Guard-4b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-25T10:49:15+00:00","first_seen_at":"2026-06-22T07:00:49.644895+00:00","date_source":"source"},{"id":"1acc5323-e40f-494f-9d3e-372355dd5060","url":"https://onlylabs.fyi/signals/1acc5323-e40f-494f-9d3e-372355dd5060","source_url":"https://huggingface.co/inclusionAI/Sing-Guard-8b","title":"inclusionAI/Sing-Guard-8b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-25T10:48:43+00:00","first_seen_at":"2026-06-22T07:00:49.644895+00:00","date_source":"source"}]}