$ Project.log

$Survival-Of-The-Wealthiest$

8/23/2025
Shyam Thangaraj Senthil Nathan
Shyam Thangaraj Senthil Nathan
Project Creator

$ cat description.md

Survival of the Wealthiest is an evolutionary stock-picking simulation that breeds smarter AI investors over time. We begin with a population of 100 agents, each equipped with 10 years of S&P 500 data, a wallet balance, a list of owned stocks, and a core investment strategy. Every minute, the agents make portfolio decisions — buying, selling, or holding based on their strategy. The weakest 50 agents (those with the poorest performance) are eliminated, while the top 50 “survive” to the next round. New child agents are then generated from the survivors, inheriting their strengths but with more refined, specialized strategies. Iteration by iteration, this natural-selection process evolves increasingly intelligent investors, converging on the most effective AI agent for long-term wealth creation.

$ tech --stack

FriendliAICodeRabbitCrewAICodeRabbit

$ links --show

View on GitHub
Demo Available

$ event --source

AWS AI Hack Day Micro Conference
AWS AI Hack Day Micro Conference
8/22/2025
AWS GenAI Loft, 525 Market St, San Francisco, CA 94105, USA