comprehension-audit
6 articles with this tag.
The Comprehension Gap
The most expensive gap in enterprise technology isn't compute. It's the distance between 'we deployed AI' and 'we understand what we deployed' — and it only shows up when something fails.
Five States, Not Two — Why Most AI Tools Treat Their Users Like an Afterthought
Most builders design for success and bolt on an error page. I designed five explicit states. Here's why the failures are the product.
We Published Our AI Rubric Calibration Data. Everyone Told Us Not To.
The AI judge scored 60% of responses at Level 4. Manual review put the real number at 15%. We published the gap.
Our AI Judge Went Down. Nobody Noticed.
The system didn't crash. It succeeded at writing to the wrong place — for weeks. Here's what I built after.
Every Input Is Hostile — Even When It Comes From Your Own Team
One malformed JSON record took down an entire notification pipeline. The input wasn't an attack. It was a database migration.
I Built 20 Autonomous AI Agents. Then I Learned Why Evaluation Has to Come First.
It cost me 14 failed tasks and a system I had to rebuild from scratch. Here's what changed.