{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/PanelWise","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/d9862e41-8a59-4af0-afe3-edac517e86ea","json_url":"https://onlylabs.fyi/signals/d9862e41-8a59-4af0-afe3-edac517e86ea/signal.json","generated_at":"2026-08-29T17:07:39.345Z","evidence_latest_fetched_at":"2026-08-02T07:02:43.069262+00:00","signal_first_seen_at":"2026-08-02T07:01:50.895099+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/d9862e41-8a59-4af0-afe3-edac517e86ea","signal_json":"https://onlylabs.fyi/signals/d9862e41-8a59-4af0-afe3-edac517e86ea/signal.json","source":"https://github.com/inclusionAI/PanelWise","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/PanelWise (Python). 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Language: Python License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2026-07-23T11:05:07Z Pushed: 2026-07-28T04:28:08Z Default branch: main Fork: no Archived: no README: PanelWise — 在历史 DRACO 实验中复现并超过 OpenRouter Fusion 公开分数 [![CI](https://github.com/inclusionAI/PanelWise/actions/workflows/ci.yml/badge.svg)](https://github.com/inclusionAI/PanelWise/actions/workflows/ci.yml) PanelWise 是一套自管的多模型深度研究系统：多个研究 agent 独立检索和撰写报告，随后由分析与合成阶段生成最终结果。在我们当时进行的 100 任务历史实验中，前沿组合得到 **73.68**，高于当时记录的 OpenRouter Fusion 公开分数 **68.3**；budget 组合得到 **66.42**，高于当时记录的 Fable 5 **65.3**，内部记录成本约为其公开成本估计的 **1/5**。 > 完整、面向非技术读者的介绍见 [`FUSION_REPORT.md`](./FUSION_REPORT.md)。 历史实验中的优势结果 以下结论描述我们在当时实验中实际记录的结果。它们支持“该次 PanelWise 实验超过当时公开参考分数、budget 运行具有记录成本优势”的历史声明，但不代表所有配置、时间或协议下都成立。 | 历史配置 | DRACO 聚合分数 | 记录成本 | 证据 | |---|---:|---:|---| | 前沿组合 Fusion（Opus 4.8 + GPT-5.5 + Gemini 3.1 Pro），聚合文件标记为 official grader | 73.68 | 生成与本地评分运行记录 $401.31（约 $4.01/题）；official regrade 另记录 $47.92 |..."},"evidence_pages":[],"related_signals":[{"id":"d10503c8-efdc-49ce-8e0a-3e52971a7d9f","url":"https://onlylabs.fyi/signals/d10503c8-efdc-49ce-8e0a-3e52971a7d9f","source_url":"https://github.com/inclusionAI/LLaDA-Research","title":"inclusionAI/LLaDA-Research","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-20T09:29:27+00:00","first_seen_at":"2026-08-21T07:03:46.368274+00:00","date_source":"source"},{"id":"3d7d5e6f-e28e-4be3-ba5c-0cce6e9ebe1d","url":"https://onlylabs.fyi/signals/3d7d5e6f-e28e-4be3-ba5c-0cce6e9ebe1d","source_url":"https://github.com/inclusionAI/ConceptEdit","title":"inclusionAI/ConceptEdit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-17T07:22:08+00:00","first_seen_at":"2026-08-18T07:00:59.127991+00:00","date_source":"source"},{"id":"f7327a8f-c870-4443-b5c6-84a8fa0efdfa","url":"https://onlylabs.fyi/signals/f7327a8f-c870-4443-b5c6-84a8fa0efdfa","source_url":"https://github.com/inclusionAI/ling-cookbook","title":"inclusionAI/ling-cookbook","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-13T06:42:16+00:00","first_seen_at":"2026-08-16T07:03:27.854815+00:00","date_source":"source"},{"id":"836f99b7-b388-47eb-8ea1-128bb69485f4","url":"https://onlylabs.fyi/signals/836f99b7-b388-47eb-8ea1-128bb69485f4","source_url":"https://github.com/inclusionAI/buildkit-service","title":"inclusionAI/buildkit-service","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-23T07:33:16+00:00","first_seen_at":"2026-07-28T07:01:01.002121+00:00","date_source":"source"},{"id":"1ef2d224-3143-49ab-8029-aab9d50f6a73","url":"https://onlylabs.fyi/signals/1ef2d224-3143-49ab-8029-aab9d50f6a73","source_url":"https://github.com/inclusionAI/vllm-ling-v3","title":"inclusionAI/vllm-ling-v3","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-13T02:53:58+00:00","first_seen_at":"2026-08-05T07:01:00.102638+00:00","date_source":"source"},{"id":"5e459153-f5f9-407c-a935-ca3d456341e1","url":"https://onlylabs.fyi/signals/5e459153-f5f9-407c-a935-ca3d456341e1","source_url":"https://github.com/inclusionAI/AKernel","title":"inclusionAI/AKernel","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-07-11T12:37:11+00:00","first_seen_at":"2026-07-23T07:01:01.553369+00:00","date_source":"source"}]}