Every side project starts the same way.
-Generate an OpenAI key.
-Add it to .env.
-Write a wrapper.
-Realize I also need Claude.
-Create another account.
-Another API key.
-Another billing dashboard.
Before the project even starts, I've already configured three different services.
At some point I thought why ...
Most of the failures I see in production AI agents aren't reasoning failures. The model picks the right tool, fills in the right arguments, and makes a perfectly sensible decision. Then the agent charges the customer twice.
The reason is mundane and has nothing to do with intelligence. A write-capable agent — one that can send an email, create a ticket, move money, or update a database ...
It's 2:14 a.m. and my phone is buzzing because a customer's instance won't get a floating IP. The alert is one line. The truth is somewhere in about forty thousand lines spread across nova-compute, neutron-server, the OVS agent, and libvirtd — each with its own timestamp format, its own idea of what a "request" is, and its own favorite way of burying the a...
It's 8:40 on a Tuesday evening. A dental clinic is closed, the front desk is dark, and the phone rings. A new patient wants to book a cleaning. Normally that call dies in voicemail, and the patient calls the next clinic on the list.
We wanted to see what would happen if something picked up instead. So we built one — an AI that answers the phone, has a real conversation, and books the ap...
GCC and Clang are the two dominant compilers that power low‑level systems programming. GCC, originally the GNU Compiler Collection, has been the standard choice for decades across Linux, BSD, and embedded targets, while Clang, introduced as part of the LLVM project, has gained traction for its modular design and tighter integration with modern tooling. Both compilers follow a multi‑stage compil...
AI is everywhere.
Every day, a new tool promises to automate your work, answer your questions, or replace entire job roles.
But after talking to business owners and operations teams, I kept hearing the same problem:
«"Our issue isn't AI. Our issue is that nobody follows the same process."»
The problem wasn't a lack of intelligence.
It was a lack of consis...