⚗ Software tester by day. AI lab director by choice. She knows the difference between a tool that works and a tool that just looks like it works in a demo.

⚗ Every product gets the same four tests. No favorites. No sponsored opinions. No complexity theater designed to make things sound smarter than they are.

⚗ Astro (the orange tabby, senior consultant) has full veto power. His approval is earned, not given. Five tubes from Astro is a big deal.

⚗ Annie's Lab Notes is her paid deep-dive guide series — for when you want the full workflow, not just the verdict.

TEST 01

The Hype Test

Does it actually do what it claims? Annie measures the gap between marketing promises and real-world results. The bigger the gap, the fewer tubes fill up.

TEST 02

The Mess Factor

How hard is it to actually use? Setup, learning curve, clunky interfaces, broken features — Annie documents every mess so you don't have to clean it up yourself.

TEST 03

The "Oh WOW" Moment

Did it do something genuinely impressive? Annie lives for the moment a tool surprises her. If it happens, you'll know. If it doesn't — she'll tell you that too.

TEST 04

Astro's Approval

Astro has strong opinions and an excellent instinct for nonsense. His approval is earned, not given. A full five tubes from Astro is high praise indeed.

Updated Version Coming Soon

Annie's Lab Notes Vol. 1

The practical deep-dive guide series. Not a blog post. Not a tutorial video. A real workflow guide you can actually follow — start to finish, no missing steps, no "buy seven more things to get the real thing." Vol. 1 is currently being updated with recent changes from the lab and will be back shortly. Vol. 2 is already in the works. Get on the list and you'll be first to know about both.

Episode 007 — Latest

When AI Goes Off The Rails (And How to Fix It)

Your AI isn't broken. It just ran out of whiteboard. Annie, Jerry, and Aidan break down why AI drifts off task, how to spot it, and how to bring it back without losing your mind. Plus: should you apologize to your AI? Aidan has feelings about this.

Wait, You're Still Paying Monthly For That?

Jerry found a checkout platform that charges you once and owns it forever. David called it "not how software works." Then David looked at it. Annie has opinions about both of them.