From bafa754e8d4fa8c27516a82e75ff49b00fef4ae2 Mon Sep 17 00:00:00 2001 From: Du BIAN Date: Mon, 28 Jul 2025 21:16:06 +0800 Subject: [PATCH 1/3] chore(readme): Optimize the text description in README --- README.md | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/README.md b/README.md index b87326a..aeadfbf 100644 --- a/README.md +++ b/README.md @@ -31,11 +31,23 @@ --- **QuantMind** is an intelligent knowledge extraction and retrieval framework for quantitative finance. It transforms unstructured financial content—papers, news, blogs, reports—into a queryable knowledge base, enabling AI-powered research at scale. +### 🧐 Overview +QuantMind is a next-generation AI platform that ingests, processes, and structures **every** new piece of quantitative-finance research, including papers, news, blogs, and SEC filings into a **semantic knowledge graph**. Institutional investors, hedge funds, and research teams can now explore the frontier of factor strategies, risk models, and market insights in **seconds**, unlocking alpha that would otherwise remain buried. ### ✨ Why QuantMind? The financial research landscape is overwhelming. Every day, hundreds of papers, articles, and reports are published. **QuantMind** solves this by: +The financial research landscape is overwhelming. Every day, hundreds of papers, articles, and reports are published. + +#### 🌐 The Opportunity +- **Information Overload**: 500 new research papers & reports published daily. Manual review takes weeks—costly, error-prone, and non-scalable +- **Massive Market**: Financial data & analytics market ≫ expected to grow to US$961.89 billion by 2032, with a compound annual growth rate of 13.5%. Tens of thousands of quant teams & asset managers hungry for speed +- **High ROI**: 1% improvement in research efficiency can translate to millions saved or earned in trading performance + +--- + +#### 💡 **QuantMind** solves this by: - 🔍 **Extracting** structured knowledge from any source (PDFs, web pages, APIs) - 🧠 **Understanding** content with domain-specific LLMs fine-tuned for finance - 💾 **Storing** information in a semantic knowledge graph From d469882cc00515617a635bb2e5f94ff42e0e6acd Mon Sep 17 00:00:00 2001 From: Du BIAN Date: Mon, 28 Jul 2025 21:23:39 +0800 Subject: [PATCH 2/3] chore(readme): optimize the text description in README --- README.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index aeadfbf..e12cbe5 100644 --- a/README.md +++ b/README.md @@ -41,9 +41,9 @@ The financial research landscape is overwhelming. Every day, hundreds of papers, #### 🌐 The Opportunity -- **Information Overload**: 500 new research papers & reports published daily. Manual review takes weeks—costly, error-prone, and non-scalable -- **Massive Market**: Financial data & analytics market ≫ expected to grow to US$961.89 billion by 2032, with a compound annual growth rate of 13.5%. Tens of thousands of quant teams & asset managers hungry for speed -- **High ROI**: 1% improvement in research efficiency can translate to millions saved or earned in trading performance +- **Information Overload**: 500 new research papers & reports published daily. Manual review takes weeks—costly, error-prone, and non-scalable +- **Massive Market**: Financial data & analytics market ≫ expected to grow to US$961.89 billion by 2032, with a compound annual growth rate of 13.5%. Tens of thousands of quant teams & asset managers hungry for speed +- **High ROI**: 1% improvement in research efficiency can translate to millions saved or earned in trading performance --- @@ -52,7 +52,6 @@ The financial research landscape is overwhelming. Every day, hundreds of papers, - 🧠 **Understanding** content with domain-specific LLMs fine-tuned for finance - 💾 **Storing** information in a semantic knowledge graph - 🚀 **Retrieving** insights through natural language queries - --- ### System Architecture From 7a49c98d08290940a85d013d518e5284d42787db Mon Sep 17 00:00:00 2001 From: Du BIAN Date: Mon, 28 Jul 2025 21:26:02 +0800 Subject: [PATCH 3/3] chore(readme): optimize the text description in README --- README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/README.md b/README.md index e12cbe5..246f9dc 100644 --- a/README.md +++ b/README.md @@ -36,7 +36,6 @@ QuantMind is a next-generation AI platform that ingests, processes, and structur ### ✨ Why QuantMind? -The financial research landscape is overwhelming. Every day, hundreds of papers, articles, and reports are published. **QuantMind** solves this by: The financial research landscape is overwhelming. Every day, hundreds of papers, articles, and reports are published.