Debugging production issues often feels like a race against the clock, especially when it's 2 AM and a critical system is down. In these moments, the clarity of your codebase becomes paramount. This is particularly true for the data access layer, where an opaque query can turn a quick fix into an all-night struggle.
Backend developers regularly interact with databases through various ab...
As a developer building AI for scientific discovery, I wanted to test if autonomous research actually works. So I built Luka and pointed it at Goldbach's conjecture.
Goldbach's conjecture: every even integer > 2 is the sum of two primes. Verified up to 4 × 10¹⁸, but the distribu...
I'm a developer, not a number theorist. But I built Luka — an autonomous AI research engine — and pointed it at one of math's oldest open problems. What it found blew my mind.
I'm a developer who builds AI frameworks. One day I had an idea: what if I could build an engine that auto...
Scarab Systems has started formally evaluating the efficiency of using Scarab Diagnostic Suite during AI-assisted software repair.
The question is simple:
Does a diagnostic governance layer actually improve the agent patching workflow in a measurable way?
Not theoretically.
Not philosophically.
Not because “AI governance” sounds responsible.
But i...
Comparing job offers across states? The gross number on the offer letter is not what hits your bank account, and the spread between states is bigger than most people think. Here is what a single filer earning $100,000 keeps in 2026, assuming the standard deduction and no pre-tax 401(k)/HSA contributions:
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You may have built some personal projects where you have a backend and a database, and everything just… works. You hit an API, the server does its thing, sends back a response, done. That's a perfectly fine way to build something for yourself or for a college project.
The problem starts when real users show up.
This is the first post in a series where I'm starting system design ...