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Short, practical reads on technology leadership, diligence, and scale.
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Engineering case study
My reviewers weren't fixing the AI. They were fixing my instructions.
erik
CTO
→
Two groups of native readers made 242 edits to an AI translation of my book. The biggest avoidable share corrected rules I had written, not mistakes the AI made.
Engineering case study
Every metric said it worked
erik
CTO
→
The German run cost what it should and produced eighteen findings. Thirteen were unusable. Nothing in the pipeline noticed.
Engineering case study
How hard should the AI think?
erik
CTO
→
The setting I had never touched was most of what I was paying for. Finding the right one took a test with known answers.
Engineering case study
My AI translation pipeline was 96% overhead
erik
CTO
→
Almost nothing I was paying for was the book. Finding that out took one Saturday and a number I already had.
Product case study
I can't see your data. There's nowhere I could look.
erik
CTO
→
The tool has run inside your own Google Drive since version 1. What changed in version 2 is that you can get it running without me.
Product case study
One survey, five ways to score it. Your model decides which.
erik
CTO
→
Version 2 stops flattening your framework into a single percentage. Two decisions, five choices on one menu, and one of them scores a facet as a ladder nobody can skip a rung on.
Product case study
One score ranks you. It doesn't tell you what to do.
erik
CTO
→
Version 1 was built to read a room. Version 2 reads a person. That's the whole difference, and it took a year.
Engineering case study
Now to get it found
erik
CTO
→
Being found in the AI era isn't magic, and it isn't a guru tax. It's structure you can build yourself.
Design case study
I rebuilt my publishing company's website in one afternoon
erik
CTO
→
Two AI tools, no agency, no dev team. But the lesson wasn't the speed.
Strategy
Automate the complicated. Stay human on the complex.
erik
CTO
→
Two kinds of hard. AI handles one of them brilliantly. It's not the one you think.
Talk recap
I Gave Away a Free Tool at GSS 2026. Here's the Framework Behind It.
erik
CTO
→
Four words. A free tool. A 25-year-old lesson. That was the workshop.
Playbook
Use the tool. Don't be a tool.
erik
CTO
→
AI is not your adversary. It's your favorite intern. Treat it accordingly.