{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/linghe","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/0fe67519-50db-426f-97c6-dc8183b4d6c8","json_url":"https://onlylabs.fyi/signals/0fe67519-50db-426f-97c6-dc8183b4d6c8/signal.json","generated_at":"2026-06-11T03:17:58.911312+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/0fe67519-50db-426f-97c6-dc8183b4d6c8","signal_json":"https://onlylabs.fyi/signals/0fe67519-50db-426f-97c6-dc8183b4d6c8/signal.json","source":"https://github.com/inclusionAI/linghe","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/linghe (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/linghe · language Python · New 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/linghe","source_host":"github.com","occurred_at":"2025-10-14T09:50:16+00:00","first_seen_at":"2026-06-05T22:32:24.915565+00:00","date_source":"source","context":"Python"},"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/linghe","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"80","source":"traction"},{"label":"Notability","value":"New repo with moderate stars","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/linghe"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:58.911312+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0fe67519-50db-426f-97c6-dc8183b4d6c8/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/0fe67519-50db-426f-97c6-dc8183b4d6c8/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/linghe","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/linghe\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/linghe","text":"InclusionAI (Ant Group) published repo inclusionAI/linghe."},{"subject":"inclusionAI/linghe","predicate":"is classified as","object":"repo signal","text":"inclusionAI/linghe is classified as repo signal."},{"subject":"inclusionAI/linghe","predicate":"belongs to","object":"repos desk","text":"inclusionAI/linghe belongs to repos desk."},{"subject":"inclusionAI/linghe","predicate":"has context","object":"Python","text":"inclusionAI/linghe has context Python."},{"subject":"inclusionAI/linghe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/linghe has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/linghe","predicate":"has captured page count","object":"1","text":"inclusionAI/linghe has captured page count 1."},{"subject":"inclusionAI/linghe","predicate":"has readable page count","object":"1","text":"inclusionAI/linghe has readable page count 1."},{"subject":"inclusionAI/linghe","predicate":"has related signal count","object":"6","text":"inclusionAI/linghe has related signal count 6."},{"subject":"inclusionAI/linghe","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/linghe 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/linghe","predicate":"has source host","object":"github.com","text":"inclusionAI/linghe has source host github.com."},{"subject":"inclusionAI/linghe","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/linghe has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/linghe","predicate":"has signal desk","object":"repos","text":"inclusionAI/linghe has signal desk repos."},{"subject":"inclusionAI/linghe","predicate":"has source host","object":"github.com","text":"inclusionAI/linghe has source host github.com."},{"subject":"inclusionAI/linghe","predicate":"has repository","object":"inclusionAI/linghe","text":"inclusionAI/linghe has repository inclusionAI/linghe."},{"subject":"inclusionAI/linghe","predicate":"has language","object":"Python","text":"inclusionAI/linghe has language Python."},{"subject":"inclusionAI/linghe","predicate":"has stars","object":"80","text":"inclusionAI/linghe has stars 80."},{"subject":"inclusionAI/linghe","predicate":"has notability","object":"New repo with moderate stars","text":"inclusionAI/linghe has notability New repo with moderate stars."},{"subject":"inclusionAI/linghe","predicate":"has watch term","object":"Eval methodology","text":"inclusionAI/linghe has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/linghe (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/linghe · language Python · New 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/linghe","text":"InclusionAI (Ant Group) published repo inclusionAI/linghe."},{"subject":"inclusionAI/linghe","predicate":"is classified as","object":"repo signal","text":"inclusionAI/linghe is classified as repo signal."},{"subject":"inclusionAI/linghe","predicate":"belongs to","object":"repos desk","text":"inclusionAI/linghe belongs to repos desk."},{"subject":"inclusionAI/linghe","predicate":"has context","object":"Python","text":"inclusionAI/linghe has context Python."},{"subject":"inclusionAI/linghe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/linghe has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0fe67519-50db-426f-97c6-dc8183b4d6c8","url":"https://onlylabs.fyi/signals/0fe67519-50db-426f-97c6-dc8183b4d6c8","json_url":"https://onlylabs.fyi/signals/0fe67519-50db-426f-97c6-dc8183b4d6c8/signal.json","source_url":"https://github.com/inclusionAI/linghe","title":"inclusionAI/linghe","summary":"InclusionAI (Ant Group) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2025-10-14T09:50:16+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/linghe"]},"facets":{"repo":"inclusionAI/linghe","language":"Python"},"traction":{"github_stars":80,"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/linghe","final_url":"https://github.com/inclusionAI/linghe","title":"inclusionAI/linghe repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:58.911312+00:00","bytes":10231,"raw_path":"aade28c4ffb45868a235931c72df4a961aa5d9705762b786418d61ce77dfa277.json","content_hash":"c8b4da7294f822161b2f140d4c28356707e3400a38112466c1f95f161514d17c","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/linghe Description: A high-performance kernel library for LLM training Language: Python License: MIT Stars: 80 Forks: 10 Open issues: 1 Created: 2025-10-14T09:50:16Z Pushed: 2026-04-28T09:54:12Z Default branch: main Fork: no Archived: no README: <h1 align=\"center\"> linghe </h1> <div style=\"text-align: center;\"> <img src=\"assets/linghe.png\" alt=\"Logo\" width=\"200\"> </div> <p align=\"center\"> A library of high-performance kernels for LLM training. </p> Roadmap ## --- - Support more shapes and various GPU archs. - Release our fp8 training kernels beyond blockwise quantization. *News or Update* 🔥 --- - [2025/07] We implement multiple kernels for FP8 training with `Megatron-LM` blockwise quantization. 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It provides 3 main categories of kernels: - **Fused quantization kernels**: fuse quantization with previous layer, e.g., RMS norm and Silu. - **Memory-efficiency kernels**: fuse multiple IO-itensive operations, e.g., ROPE with qk-norm. - **Implementation-optimized kernels**: use efficient triton implementation, e.g., routing map padding instead of activation..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/linghe","final_url":"https://github.com/inclusionAI/linghe","title":"inclusionAI/linghe repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:58.911312+00:00","bytes":10231,"raw_path":"aade28c4ffb45868a235931c72df4a961aa5d9705762b786418d61ce77dfa277.json","content_hash":"c8b4da7294f822161b2f140d4c28356707e3400a38112466c1f95f161514d17c","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/linghe Description: A high-performance kernel library for LLM training Language: Python License: MIT Stars: 80 Forks: 10 Open issues: 1 Created: 2025-10-14T09:50:16Z Pushed: 2026-04-28T09:54:12Z Default branch: main Fork: no Archived: no README: <h1 align=\"center\"> linghe </h1> <div style=\"text-align: center;\"> <img src=\"assets/linghe.png\" alt=\"Logo\" width=\"200\"> </div> <p align=\"center\"> A library of high-performance kernels for LLM training. </p> Roadmap ## --- - Support more shapes and various GPU archs. - Release our fp8 training kernels beyond blockwise quantization. *News or Update* 🔥 --- - [2025/07] We implement multiple kernels for FP8 training with `Megatron-LM` blockwise quantization. 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