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• QuantMind Aug Sprint

  - [ ] Deliver the first production-level example - [ ] Design user friendly interface about `flow` `source` .. - [ ] Draft some data standard docs and update in the `models`

  Due by August 31, 2025

  •5/7 issues closed
  71% complete2 open5 closed

• Quant-Scholar Stage1 (QPA MVP)

  - [ ] **每日抓取**量化领域（Quant Finance, Algorithmic Trading, Portfolio Optimization, Market Microstructure, Risk Modeling等）的arXiv论文，并提供封装好的接口。 - [x] Daily arxiv crawl - [ ] Encapsulated interface - [ ] **自动生成结构化知识卡**（Knowledge Card），包括摘要、亮点、方法、实验结果、文章标签标注。 - [ ] PDF → Structure Text （Markdown / json ..） - [ ] Prompt Engineering - [ ] Agent / workflow - [ ] **构建可检索的知识库**（知识卡片向量化+相似度分析）。对于 stage1 我们可以先以 abstract 作为输入进行构建。 - [ ] Embedding instance utils (like `gemini`) - [ ] Vector Database utils (like `qdrant`) - [ ] Similarity-based knowledge graph build and retrieve

  Due by April 13, 2025

  •6/6 issues closed
  100% complete0 open6 closed