{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/LLaDA2.X","description":"InclusionAI (Ant Group) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a","json_url":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a/signal.json","generated_at":"2026-06-11T03:17:57.476909+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/89bd69e2-5f70-4c8d-9ac6-112d087aa04a","signal_json":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a/signal.json","source":"https://github.com/inclusionAI/LLaDA2.X","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"InclusionAI (Ant Group) published inclusionAI/LLaDA2.X. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/LLaDA2.X ยท New model repo with moderate 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/inclusionAI/LLaDA2.X","source_host":"github.com","occurred_at":"2025-12-11T15:36:51+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"inclusionAI/LLaDA2.X","source":"source"},{"label":"Stars","value":"431","source":"traction"},{"label":"Notability","value":"New model repo with moderate stars","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"}],"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/inclusionAI/LLaDA2.X"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:57.476909+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"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.","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","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/LLaDA2.X","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":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 InclusionAI (Ant Group)'s repo signal \"inclusionAI/LLaDA2.X\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/LLaDA2.X","text":"InclusionAI (Ant Group) published repo inclusionAI/LLaDA2.X."},{"subject":"inclusionAI/LLaDA2.X","predicate":"is classified as","object":"repo signal","text":"inclusionAI/LLaDA2.X is classified as repo signal."},{"subject":"inclusionAI/LLaDA2.X","predicate":"belongs to","object":"repos desk","text":"inclusionAI/LLaDA2.X belongs to repos desk."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/LLaDA2.X has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has captured page count","object":"1","text":"inclusionAI/LLaDA2.X has captured page count 1."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has readable page count","object":"1","text":"inclusionAI/LLaDA2.X has readable page count 1."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has related signal count","object":"6","text":"inclusionAI/LLaDA2.X has related signal count 6."},{"subject":"inclusionAI/LLaDA2.X","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":"inclusionAI/LLaDA2.X 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":"inclusionAI/LLaDA2.X","predicate":"has source host","object":"github.com","text":"inclusionAI/LLaDA2.X has source host github.com."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/LLaDA2.X has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has signal desk","object":"repos","text":"inclusionAI/LLaDA2.X has signal desk repos."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has source host","object":"github.com","text":"inclusionAI/LLaDA2.X has source host github.com."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has repository","object":"inclusionAI/LLaDA2.X","text":"inclusionAI/LLaDA2.X has repository inclusionAI/LLaDA2.X."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has stars","object":"431","text":"inclusionAI/LLaDA2.X has stars 431."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has notability","object":"New model repo with moderate stars","text":"inclusionAI/LLaDA2.X has notability New model repo with moderate stars."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/LLaDA2.X has watch term Eval methodology."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has watch term","object":"Model card","text":"inclusionAI/LLaDA2.X has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/LLaDA2.X. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/LLaDA2.X ยท New model repo with moderate stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/LLaDA2.X","text":"InclusionAI (Ant Group) published repo inclusionAI/LLaDA2.X."},{"subject":"inclusionAI/LLaDA2.X","predicate":"is classified as","object":"repo signal","text":"inclusionAI/LLaDA2.X is classified as repo signal."},{"subject":"inclusionAI/LLaDA2.X","predicate":"belongs to","object":"repos desk","text":"inclusionAI/LLaDA2.X belongs to repos desk."},{"subject":"inclusionAI/LLaDA2.X","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/LLaDA2.X has evidence coverage 1 captured evidence page."}]},"signal":{"id":"89bd69e2-5f70-4c8d-9ac6-112d087aa04a","url":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a","json_url":"https://onlylabs.fyi/signals/89bd69e2-5f70-4c8d-9ac6-112d087aa04a/signal.json","source_url":"https://github.com/inclusionAI/LLaDA2.X","title":"inclusionAI/LLaDA2.X","summary":"InclusionAI (Ant Group) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2025-12-11T15:36:51+00:00","first_seen_at":"2026-06-05T22:32:24.915565+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/inclusionAI/LLaDA2.X"]},"facets":{"repo":"inclusionAI/LLaDA2.X"},"traction":{"github_stars":431,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/inclusionAI/LLaDA2.X","final_url":"https://github.com/inclusionAI/LLaDA2.X","title":"inclusionAI/LLaDA2.X repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:57.476909+00:00","bytes":13455,"raw_path":"57c207c412433124bf9fd61a153ad67851118b7c88a80e4b153af1a1124bc157.json","content_hash":"c050eb35df0cebd55754ef085cd383cfa50ce2c030c2374c0348e6c3ab1fff1a","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/LLaDA2.X Description: LLaDA2.0 is the diffusion language model series developed by InclusionAI team, Ant Group. 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๐ What's New - **[2026/02]** ๐ We released **LLaDA2.1: Speeding Up Text Diffusion..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/LLaDA2.X","final_url":"https://github.com/inclusionAI/LLaDA2.X","title":"inclusionAI/LLaDA2.X repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:57.476909+00:00","bytes":13455,"raw_path":"57c207c412433124bf9fd61a153ad67851118b7c88a80e4b153af1a1124bc157.json","content_hash":"c050eb35df0cebd55754ef085cd383cfa50ce2c030c2374c0348e6c3ab1fff1a","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/LLaDA2.X Description: LLaDA2.0 is the diffusion language model series developed by InclusionAI team, Ant Group. License: Apache-2.0 Stars: 431 Forks: 23 Open issues: 7 Created: 2025-12-11T15:36:51Z Pushed: 2026-02-12T16:33:03Z Default branch: main Fork: no Archived: no README: LLaDA2.X: A Series of Large Diffusion Language Models (from LLaDA2.0 to LLaDA2.1 and onwards...) [](https://github.com/inclusionAI/dFactory) [](https://github.com/inclusionAI/dInfer) [](https://huggingface.co/collections/inclusionAI/llada-20) [](https://huggingface.co/collections/inclusionAI/llada-21) [](./tech_report.pdf) [](./llada2_1_tech_report.pdf)
๐ What's New - **[2026/02]** ๐ We released **LLaDA2.1: Speeding Up Text Diffusion..."}],"related_signals":[{"id":"275d30a7-26c0-4331-8e3b-fcc34b6af9ef","url":"https://onlylabs.fyi/signals/275d30a7-26c0-4331-8e3b-fcc34b6af9ef","source_url":"https://github.com/inclusionAI/ARGenSeg","title":"inclusionAI/ARGenSeg","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-05-14T15:36:42+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"1817732d-ce18-4e4f-a139-c3fb5e507a49","url":"https://onlylabs.fyi/signals/1817732d-ce18-4e4f-a139-c3fb5e507a49","source_url":"https://github.com/inclusionAI/DR-Venus","title":"inclusionAI/DR-Venus","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-20T09:31:31+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"9a21494b-5ba2-424e-87c9-16abaf1356a3","url":"https://onlylabs.fyi/signals/9a21494b-5ba2-424e-87c9-16abaf1356a3","source_url":"https://github.com/inclusionAI/LLaDA2.0-Uni","title":"inclusionAI/LLaDA2.0-Uni","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-17T08:48:24+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"de8b40c9-261c-48b6-a3c5-5012b2eb971b","url":"https://onlylabs.fyi/signals/de8b40c9-261c-48b6-a3c5-5012b2eb971b","source_url":"https://github.com/inclusionAI/TC-AE","title":"inclusionAI/TC-AE","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-07T09:26:43+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"f4b1629a-a734-48e8-be6b-7f9e4b5525b6","url":"https://onlylabs.fyi/signals/f4b1629a-a734-48e8-be6b-7f9e4b5525b6","source_url":"https://github.com/inclusionAI/cuLA","title":"inclusionAI/cuLA","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-04-02T07:05:32+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"},{"id":"42164c78-e9e2-4639-b3d1-59d6b3e133e4","url":"https://onlylabs.fyi/signals/42164c78-e9e2-4639-b3d1-59d6b3e133e4","source_url":"https://github.com/inclusionAI/Zooming-without-Zooming","title":"inclusionAI/Zooming-without-Zooming","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-02-12T08:14:14+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source"}]}