Writing

Notes from building products, debugging production systems, and learning how the pieces fit together.

can ai agents ask for help? a $1,000 experiment

we’re putting $1,000 behind a simple idea: give agents a wallet, a budget, and a way to delegate work they cannot finish alone.

A failed subscription showed me that AI's biggest advantage isn't generating code—it's helping us understand complex systems faster.