Hi, I'm Purak Jain, an applied scientist.

I research and build multi-agent AI systems, currently working on multi-agent coordination, continual learning memory, and RL-ready evaluation sandboxes for AWS DevOps Agent with a team of scientists I lead across Seattle, San Francisco, and New York. Before that, I spent 8 years in Amazon Advertising building bidding algorithms, incrementality measurement, and recommender systems that optimized over $1B in global ad spend across Google, Meta, and YouTube.

I write here about things I am learning.

Posts

Where Your Agent Lives on the Accuracy–Latency–Cost Frontier

Every agent harness trades off accuracy, latency, and cost. Five lessons from navigating the frontier.

Ancient Toltec Wisdom: The Four Agreements

Most of our suffering comes from beliefs we never chose. Don Miguel Ruiz's four rules for unlearning them.

Playing Chess Like Humans

Designing an artificial intelligence agent that plays human like chess.