Blog Posts
Notes on AI, infrastructure, distributed systems, and whatever I'm building this week.
SOTA ML by July 2025: From Explicit Features to Implicit World Models
Thesis: Modern ML keeps rediscovering the same north star: better compression of the data-generating process yields better generalization and capability. The path there has shifted from explicit, hand‑crafted features…
Accelerating the Future with Llama 4 on SageMaker JumpStart
Below is a comprehensive blog post that covers the release of Llama 4 on SageMaker JumpStart, structured with an overview of implementation details, key features, and best practices. This blog builds on information…
Capturing Discord Calls with Rust: Building the Foundation for AI Note-Takers
In today’s world, our fast-paced lives rarely allow us the luxury of remembering every detail from important meetings—or those long Dungeons & Dragons sessions. As a multi-tasker with a notoriously poor memory when it…
Beyond Commands: A Vision for Voice Assistants That Evolve into Plugin-Installing AI Agents
The digital assistants we interact with today—like Alexa and Google Assistant—offer a glimpse into a convenient, automated future. However, their capabilities remain limited by rigid command structures and a shallow…
How to Build an AI Agent That Writes Terraform for You (and Knows Your AWS Setup)
A comprehensive conceptual blueprint for a blog post that combines practical guidance on developing an agent that intelligently generates Terraform code with insights into leveraging your AWS account’s structure and…