{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/ASearcher","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/06086b1c-0ae9-4743-96d9-1286f2c99120","json_url":"https://onlylabs.fyi/signals/06086b1c-0ae9-4743-96d9-1286f2c99120/signal.json","generated_at":"2026-06-11T03:18:01.005182+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/06086b1c-0ae9-4743-96d9-1286f2c99120","signal_json":"https://onlylabs.fyi/signals/06086b1c-0ae9-4743-96d9-1286f2c99120/signal.json","source":"https://github.com/inclusionAI/ASearcher","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/ASearcher (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/ASearcher · language Python · Solid new repo with good traction. 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/ASearcher","source_host":"github.com","occurred_at":"2025-08-05T07:42:30+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/ASearcher","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"594","source":"traction"},{"label":"Notability","value":"Solid new repo with good traction","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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://github.com/inclusionAI/ASearcher"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:01.005182+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/06086b1c-0ae9-4743-96d9-1286f2c99120/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/06086b1c-0ae9-4743-96d9-1286f2c99120/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/ASearcher","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/ASearcher\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/ASearcher","text":"InclusionAI (Ant Group) published repo inclusionAI/ASearcher."},{"subject":"inclusionAI/ASearcher","predicate":"is classified as","object":"repo signal","text":"inclusionAI/ASearcher is classified as repo signal."},{"subject":"inclusionAI/ASearcher","predicate":"belongs to","object":"repos desk","text":"inclusionAI/ASearcher belongs to repos desk."},{"subject":"inclusionAI/ASearcher","predicate":"has context","object":"Python","text":"inclusionAI/ASearcher has context Python."},{"subject":"inclusionAI/ASearcher","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/ASearcher has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/ASearcher","predicate":"has captured page count","object":"1","text":"inclusionAI/ASearcher has captured page count 1."},{"subject":"inclusionAI/ASearcher","predicate":"has readable page count","object":"1","text":"inclusionAI/ASearcher has readable page count 1."},{"subject":"inclusionAI/ASearcher","predicate":"has related signal count","object":"6","text":"inclusionAI/ASearcher has related signal count 6."},{"subject":"inclusionAI/ASearcher","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/ASearcher 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/ASearcher","predicate":"has source host","object":"github.com","text":"inclusionAI/ASearcher has source host github.com."},{"subject":"inclusionAI/ASearcher","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/ASearcher has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/ASearcher","predicate":"has signal desk","object":"repos","text":"inclusionAI/ASearcher has signal desk repos."},{"subject":"inclusionAI/ASearcher","predicate":"has source host","object":"github.com","text":"inclusionAI/ASearcher has source host github.com."},{"subject":"inclusionAI/ASearcher","predicate":"has repository","object":"inclusionAI/ASearcher","text":"inclusionAI/ASearcher has repository inclusionAI/ASearcher."},{"subject":"inclusionAI/ASearcher","predicate":"has language","object":"Python","text":"inclusionAI/ASearcher has language Python."},{"subject":"inclusionAI/ASearcher","predicate":"has stars","object":"594","text":"inclusionAI/ASearcher has stars 594."},{"subject":"inclusionAI/ASearcher","predicate":"has notability","object":"Solid new repo with good traction","text":"inclusionAI/ASearcher has notability Solid new repo with good traction."},{"subject":"inclusionAI/ASearcher","predicate":"has watch term","object":"RL environments","text":"inclusionAI/ASearcher has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/ASearcher (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/ASearcher · language Python · Solid new repo with good traction. 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/ASearcher","text":"InclusionAI (Ant Group) published repo inclusionAI/ASearcher."},{"subject":"inclusionAI/ASearcher","predicate":"is classified as","object":"repo signal","text":"inclusionAI/ASearcher is classified as repo signal."},{"subject":"inclusionAI/ASearcher","predicate":"belongs to","object":"repos desk","text":"inclusionAI/ASearcher belongs to repos desk."},{"subject":"inclusionAI/ASearcher","predicate":"has context","object":"Python","text":"inclusionAI/ASearcher has context Python."},{"subject":"inclusionAI/ASearcher","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/ASearcher has evidence coverage 1 captured evidence page."}]},"signal":{"id":"06086b1c-0ae9-4743-96d9-1286f2c99120","url":"https://onlylabs.fyi/signals/06086b1c-0ae9-4743-96d9-1286f2c99120","json_url":"https://onlylabs.fyi/signals/06086b1c-0ae9-4743-96d9-1286f2c99120/signal.json","source_url":"https://github.com/inclusionAI/ASearcher","title":"inclusionAI/ASearcher","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":"2025-08-05T07:42:30+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/ASearcher"]},"facets":{"repo":"inclusionAI/ASearcher","language":"Python"},"traction":{"github_stars":594,"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/ASearcher","final_url":"https://github.com/inclusionAI/ASearcher","title":"inclusionAI/ASearcher repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:01.005182+00:00","bytes":20355,"raw_path":"09459732578b6d0d6d97e33f0d0d1d03f30b07f1b278a3bd88db53eab11b7324.json","content_hash":"87f59d1d7c0cbb239e8c805106463bda1d623c5f4cb27d74a85a5588b370f622","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/ASearcher Description: An Open-Source Large-Scale Reinforcement Learning Project for Search Agents Language: Python Stars: 594 Forks: 38 Open issues: 14 Created: 2025-08-05T07:42:30Z Pushed: 2025-11-26T06:28:16Z Default branch: main Fork: no Archived: no README: <h1 align=\"center\"> <em>ASearcher</em>: An Open-Source Large-Scale Reinforcement Learning Project for Search Agents </h1> <p align=\"center\">| <a href=\"https://arxiv.org/abs/2508.07976\"><b>📰 Paper</b></a> | <a href=\"https://huggingface.co/datasets/inclusionAI/ASearcher-train-data\"><b>🤗 Datasets</b></a> | <a href=\"https://huggingface.co/collections/inclusionAI/asearcher-6891d8acad5ebc3a1e1fb2d1\"><b>🤗 Models</b></a> | </p> Introduction ASearcher is an open-source framework designed for large-scale online reinforcement learning (RL) training of search agents. Our mission is to advance Search Intelligence to expert-level performance. We are fully committed to open-source by releasing model weights, detailed training methodologies, and data synthesis pipelines. Additionally, we provide comprehensive guidance on building and training customized agents based on AReaL. ASearcher empowers developers to build their own..."},"evidence_pages":[{"url":"https://github.com/inclusionAI/ASearcher","final_url":"https://github.com/inclusionAI/ASearcher","title":"inclusionAI/ASearcher repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:01.005182+00:00","bytes":20355,"raw_path":"09459732578b6d0d6d97e33f0d0d1d03f30b07f1b278a3bd88db53eab11b7324.json","content_hash":"87f59d1d7c0cbb239e8c805106463bda1d623c5f4cb27d74a85a5588b370f622","excerpt_chars":1200,"truncated":true,"excerpt":"inclusionAI/ASearcher Description: An Open-Source Large-Scale Reinforcement Learning Project for Search Agents Language: Python Stars: 594 Forks: 38 Open issues: 14 Created: 2025-08-05T07:42:30Z Pushed: 2025-11-26T06:28:16Z Default branch: main Fork: no Archived: no README: <h1 align=\"center\"> <em>ASearcher</em>: An Open-Source Large-Scale Reinforcement Learning Project for Search Agents </h1> <p align=\"center\">| <a href=\"https://arxiv.org/abs/2508.07976\"><b>📰 Paper</b></a> | <a href=\"https://huggingface.co/datasets/inclusionAI/ASearcher-train-data\"><b>🤗 Datasets</b></a> | <a href=\"https://huggingface.co/collections/inclusionAI/asearcher-6891d8acad5ebc3a1e1fb2d1\"><b>🤗 Models</b></a> | </p> Introduction ASearcher is an open-source framework designed for large-scale online reinforcement learning (RL) training of search agents. Our mission is to advance Search Intelligence to expert-level performance. We are fully committed to open-source by releasing model weights, detailed training methodologies, and data synthesis pipelines. Additionally, we provide comprehensive guidance on building and training customized agents based on AReaL. ASearcher empowers developers to build their own..."}],"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"}]}