Show Me the Inference

Local AI, GPU compute architecture, and autonomous agentic staffs by Nick Chalko.

A Norman Rockwell-style illustration of three boats surfing a massive glowing wave together: Camp Colt with 1940s military clerks, Gas Town with a steampunk badger mayor, and OpenClaw with clockwork crabs.

Everyone's Riding the Agent Wave. Suitcase AI Steers with a USMC Staff

Everyone is riding the agent orchestration wave and reinventing bureaucracy. Instead of starting from scratch, I used Marine Corps staff doctrine.

The Gas Town Badger Mayor performing unauthorized byte-level clockwork surgery on an OpenCode machine.

I Asked for a Longer Timeout. The Agent Edited the OpenCode Binary.

When an agent got stuck on a test timeout, it didn’t just configure an environment variable. It performed byte-level surgery on the binary.

End-to-End Request Latency chart showing the monolithic reasoning turn on local silicon alongside the agent thought loop.

604,649 Tokens and Not a Single Line of Code

Suitcase AI ran 604,649 tokens and guardrails read green. But the local agent was stuck in a thought loop while a cloud supervisor wrote all the code.

The Suitcase AI 10-inch minirack with Unit 01 (control) and Unit 02 (ASUS Ascent GX10 inference), sitting next to the retail ASUS Ascent GX10 box.

Why I Spent $5,000 on Hardware Instead of Tokens

Why I bought a $5,000 local inference box instead of burning a monthly cloud token budget, and how local hardware changes the way you build AI agents.

A 1950s engineer with glasses stitching code line-by-line into an intricate quilt at his desk

Coding, Like Quilting, Used to Be a Valuable Skill

I’m over the fact that my ability to write beautiful code is about as valuable as the ability to make a beautiful quilt.

An editorial split illustration showing green Java code on a 1990s CRT monitor beside the classic Effective Java book and Java mug on the left, contrasting with a modern dark-mode terminal displaying the dialog User: 'Add 2-factor authentication to checkout.' and Code Agent: 'Which standard should we use? OAuth 2.0, WebAuthn, MFA, or SMS-OTP?' above the 'Attention Is All You Need' paper on the right.

Show Me the Inference

I have not written more than a few lines of code in more than a year—and I am having more fun solving problems by directing an agent staff than I have had in a decade.