DISPATCHES FROM THE CHAOS
Hard-won lessons from the trenches — AI, automation, ops & ecommerce
The Last Time I Wrote HTML, MySpace Was Winning
Every small-business site now looks identical: clean, professional, forgettable. Here's why I built this one scrappy instead — and why rough reads as honest.
Two Weekends, an AI Crew, and a Used Gaming Rig
How someone who hadn't written HTML since MySpace shipped a full Next.js site in two weekends — by running an AI crew with a used gaming rig as the labor.
The Best Data to Point AI At Is the Data You're Not Allowed to Upload
The files where an AI agent would save you the most time are the exact ones you legally can't paste into a chatbot. That's a wall, not a hurdle.
About 93% of Frontier Quality, for Roughly $0, on a Used Gaming Rig
Two posts named the wall: the files you most want AI help with are the ones you can't upload. So I built the offline answer and graded it head-to-head.
The Cost Wall: How a Document Agent Torches Your Cloud Budget
Cloud AI feels free because one chat costs a fraction of a cent. Point an agent at a real document corpus and the meter never stops running.
13 Local Models, One RTX 3080, and a 9B That Hits 95% of Frontier
I ran 13 local LLMs on a single 10GB RTX 3080 and scored each one against frontier gold answers. What I found about paying more surprised me.
Paying 3× For Image Gen Buys Gloss, Not Correct Text
Part 3 of the benchmark: one hard recreate-this-photo task across all three Imagen 4 price tiers, to see what an extra 3× per image actually buys you.
A Free 6.5GB Model Reproduced a Frontier Blind Read of My Health Data
I gave thirteen local models four months of my own health data with no labels and asked where the trends shifted. One 6.5GB model matched the frontier, in three seconds, for nothing.
GPU vs RAM: KV-Offload Is a Speed Tax, Not a Bigger Brain
My RTX 3080 has 10GB of VRAM, so I tried spilling the KV cache into system RAM to fake a bigger card. I measured exactly what that trade costs.
Hello From the Trenches
The real story of what it looks like when you spend your days making APIs talk to each other, and what I've learned in the process.
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Occasional dispatches from the trenches. No spam.