Xiaomi finally made a NAS. Starting at 2,699 RMB, the Xiaomi Smart Storage is now open for reservation—a 4-bay desktop NAS with dual 2.5G Ethernet ports and Docker support. The body: matte white shell, angled cut heat-dissipation grille on top, magnetic snap-on front panel. ...
A coding agent with access to your entire repository does not necessarily understand your system better. It may understand less.
My order-reading LLM passed the 29-question exam. Zero fatal errors. The model is chosen.
So — ship it?
No. And the reason is the most important thing in this series.
The questions, the answer key, the product catalo...
We run ~100 LLM agents unattended on local models. Last week we found one
document that had been rewritten 245 times in 5 days — every attempt
rejected. A sibling document: 225 times. Combined, about 470 wasted
generations, all burned on the same two files.
Here is the autopsy, with the actual numbers.
Our pipeline is sim...
I gave the same 29-question order-reading exam to two models.
A cheap one (Haiku 4.5) and one that costs about three times as much (Sonnet 5).
Cheap model 28 of 29 questions clean
Expensive model all 28 executed questions clean
Fatal errors zero for both
...Hey, it's your friendly neighborhood dev-grandpa here, still chugging along building AI agents on weeknights and weekends.
Today, I want to share a story about how one of my custom analysis bots dug up a significant risk from a completely unexpected angle. I'll walk through how the AI quantitatively assessed the probability of a seemingly unpredictable event—whether a shareholder meetin...