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AI coding agents are becoming more useful, but they still need context. A generic agent can write code, explain files, and generate boilerplate. But when you ask it to work with a specific platform, framework, or internal system, it often misses conventions, syntax rules, and runtime details. That i
On December 9, 2021, a security researcher posted a proof-of-concept exploit for a vulnerability in a Java library called Log4j. Within 72 hours, hundreds of millions of systems were at risk. The chaos that followed wasn't primarily about the vulnerability's severity. It was about something more fun
Data is everywhere, but raw data alone has little value. The real power lies in transforming that data into meaningful insights that support better decisions. Whether you're a student working on a final-year project, a researcher analyzing survey results, or a beginner entering the field of data sci
The explosion of generative AI and autonomous agents has completely flipped the script on how we develop software. Today, having tools that can write, refactor, and test code in seconds gives engineering teams an insane speed boost. But the more complex tasks we offload to these systems, the more cr
A pattern I've seen on more than one team: weekly eval run finishes, someone sorts the leaderboard, and the worst-performing prompt variant or model checkpoint gets flagged for attention. Someone makes a change, a tweak to the system prompt, a different few-shot example, sometimes just a rewording o
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 us
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 contribut
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
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 autonomously investiga
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 distributional properties are
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 al
Amazon India is injecting over Rs 2,800 crore this year to significantly expand and upgrade its nationwide operations. This investment aims to enhance delivery speeds, improve associate well-being, and bring a wider selection closer to customers. In West Bengal, the company has already boosted its l
As imaging tools become more sophisticated, online predators are using images of children to make extreme pornography UK parents warned over posting images of children amid AI sexual abuse fears The two photos started out as typical teenage selfies: looking into the mirror, fully clothed. But once o
Here are the best gifts for golfers you can get now, from top-rated golf gear to fun novelty items.
4th of July sales are underway and I've picked the best deals on OLED TVs, running sneakers, back to school laptops, and more. Here's my list of can't miss deals.
Jellyfin is the best way to watch movies and shows on your TV... but what if you could use it for something else instead?
The music streaming service this week deleted half a million streams of Malcolm Todd’s 'Earrings.'
These three new Paramount+ shows are a must-watch this weekend. Here's what you need to add to your watchlist.
DLSS works best when your GPU is the problem, not your CPU.
Target's 4th of July sale has slashed prices on a range of cameras, from feature-packed DSLR models to cool instant snappers. Check out my 12 favorite bargains.
