Roshan Khozouei

  • Reliable personality emulation

    Is it possible to come up with a set of questions, that I answer, and then train an LLM model on, in order for it to reliably replicate my personality, as judged by a personality test? If we think about a use case where I want to create a kind of copy of myself for…

  • Large Action (Agenic) Models

    Wow, these are pretty cool. Basically taking multi-modal models like ChatGPT, and leveraging their combined image and language capabilities to use them to navigate software interfaces. Rabbit R1 (link) is the latest example, which uses a Large Action Model to learn how you use your mobile phone and learn how to navigate and use apps,…

  • Enterprise intelligence

    What might be possible if we built an AI that had a single, consolidated view of the enterprise from the top? Where current enterprise AI tools are aimed at individual employees, helping with emails, meeting minutes, presentations, and documents, their context is limited to the individual. Instead, what would happen if we brought this context…

  • PezePay

    Website link (PezePay.com) A product I developed that helped to simplify and automate reoccurring personal billing and budgeting. The product collected all your personal bills across different utilities, insurances, phone, internet, mortgage etc, and consolidated them into a consistent single monthly payment, avoiding confusing individual payments and time consuming budget management across monthly, quarterly, and…

  • Data obfuscation

    I came across this article on New Scientist (link here) about using AI to predict when people will die, their personality traits, and job suitability. I personally feel strong objections about the use-case, but regrettably, although unsurprisingly, the researchers show strong predictive power. The opportunity for businesses to leverage equivalent capability to manipulate and discriminate…

  • Enterprise distributed compute

    I came across Petals (github link here), a framework for distributed hosting and fine tuning of LLMs, and was curious about its use or enterprises. The framework allows you to deploy LLMs to a private group of trusted peers, and I wonder how it could be used by an Enterprise who has a workforce of…

  • Ahhh, what are you doing here?

    If you’ve stumbled your way through the entire internet to find yourself here, then welcome, I guess. This is where I keep interesting stuff I find on the internet, and then iterate on weird ideas I have. It’s mostly about AI and Entrepreneurship.