its a 3 way routing system where we have created different tools to identify and recognise the context of prompts. Based on the level of complexity appropriate models and context is sent to LLMs to interpret. This should optimise for latency.

brokers just provide you access to the markets. You can buy and sell stocks on their apps but with Warren you find out what you should invest in and how it can be improved. We're making it easier for you to in markets without having to do extensive research, we hope you're enjoy the product

when you sign up, we offer individuals a set personas that could resonate with them. Once they have selected their persona, Warren can determine what investments (stocks & portfolio) are suited for their style. Warren considers the individual's risk tolerance, time horizon & experience level to personalise their investing experience.

These portfolios are created for your persona i.e. your style. This is built using a reinforcement learning algorithm. So the stocks you see in personalised portfolios are more relevant for you. Normal portfolios are generic investments which are packaged by institutional fund managers who tend to charge fees to operate them. With Warren, its free & accessible.