What's up?

TJ Chalokia here.

I run a solo AI consulting practice focusing on helping firms build their differentiated intelligence systems.

With frontier intelligence adoption, and proliferation, you and your competitors are now in an AI arms race.

Looking for my next 6-24 month obsession.

If you are building a serious AI-augmented research or decision-making system, tell me what you are working on.

Recipes

You can read the recipes, starting here:

• A Guide to Meta-Prompting for Agents in 2026
• The Context Window Is Not Your Memory Architecture
• Giving Agents a CLI Is Not About Commands
• More recipe commitments