Update README.md

Announcing the full-stack development

Author: SL-Mar

README.md

@@ -28,10 +28,26 @@ To launch the interactive mode of **QuantCLI**, follow these steps:
    ```bash
    quantcli interactive
 
-## Evolution
+## Project History
+
+The project was initiated in November 2023 with the goal of leveraging large language models (LLMs) within the LangChain framework to autonomously develop a trading algorithm. 
+The cognitive architecture underpinning this system is comprehensively detailed in the article:
+https://medium.com/towardsdev/dual-agent-chatbots-and-expert-systems-design-25e2cba434e9
+
+The trading strategy generated by the system is elaborated in this article: 
+https://medium.com/coinmonks/how-to-outperform-the-market-fe151b944c77
+Following a LinkedIn post announcing this innovative approach, which garnered approximately 10,000 impressions, I published several articles on AI-assisted pair-coding. 
+This positive reception inspired me to integrate the research, summarization of quantitative finance articles, and algorithm coding into a unified workflow. More insights 
+can be found in the article:
+https://medium.com/ai-advances/from-finance-papers-to-trading-algorithms-an-automated-approach-ccd2180ee306
+which received significant attention in publication AI advances.
+
+Subsequently, I released the initial proof of concept workflow (v0.1) on GitHub. The codebase was then refactored to adhere more closely to object-oriented programming (OOP) 
+standards in version 0.2, and a user interface was introduced in version 0.3.
+
+As of December 2024, I am developing the full-stack version of this tool (v0.3). The next phase involves enhancing code generation accuracy through an agent-based workflow 
+using the CrewAI framework. I anticipate releasing the beta version to the quantitative finance community in Q3 2025.
 
-Its workflow should be made agentic to enhance code accuracy, using the principles laid in this article :
-https://medium.com/towardsdev/dual-agent-chatbots-and-expert-systems-design-25e2cba434e9?sk=c947ad4fb868d599988c8070a94ffb8e
 
 ## License