Auto-aggregated global tech articles · 1,220 posts
Backend
For the past year, the default approach to building AI automation has been simple but flawed: write a massive prompt, hand it to a single "god-mode" AI agent, drop it into an autonomous loop, and cross your fingers. While this loop engineering works for simple summarizations, it shatters in product
Backend
Short answer: model session creation, verification, refresh, and logout as four separately authorized, auditable state transitions; for a property-management portal, require abuse checks before creating or recovering access, keep renewal more constrained than initial login, and distinguish one-devic
AI & ML
A D2C technology stack is often discussed as a shopping list: commerce platform, OMS, CRM, analytics, payments, search, loyalty, customer support and increasingly AI. That framing is useful when a brand is starting. It becomes dangerous when the brand begins to scale. The reason is simple: custome
AI & ML
Shared AI sessions make a ton of sense. We already do a janky version of this today. I talk through something with ChatGPT, copy the useful parts to a friend, and they keep going from there. Or I share the conversation. Or two people work through the same problem together. Nothing weird about t
Industry
I've seen this happen dozens of times. An engineering team finally ships a massive, much-needed fix—something that solves a long-standing headache described in three different GitHub issues—and the resulting announcement sounds like it was written by a mid-level PR agency intern trapped in a basemen
DevOps
Docker starts today. After fourteen days of Git, the track moves to containers, and it opens with the least glamorous task available: install the packages and start the service. Both halves of today turned out to be about time. When something starts, how long it takes, and what still holds after a
Backend
A pull request can pass the compiler, the formatter, and the linter and still leave behind a serious engineering problem. Maybe two independent network requests are being awaited one after another. Maybe a log line includes credentials or personal data. Maybe an error is being discarded without mak
Backend
Proving Your AI Agent Rules Hold for Every Input — Not Just the Ones You Tested Here's a question your auditors will eventually ask: "This decision the agent made — on what basis?" LLMs are probabilistic. Ask twice, get two answers. If your enterprise delegates approvals, refunds, or access decis
Industry
While restaurant owners might look to generative AI as a shortcut to sprucing up their menu, customers can viscerally sense that something is wrong with the food.
Open Source
I’ve been working on a side project called GitCard, and I’m finally at the point where I’d like other developers to try it. The original idea was pretty simple: Developers have GitHub, LinkedIn, resumes, and personal websites, but it can still be difficult to quickly show someone what you’ve actua
Frontend
You might be reading this blog on my personal website, which also serves as my portfolio. I use this space to document what I’m building, the decisions I make, and the things I learn along the way as a freelancer. In this article, I’ll walk through the architecture and implementation of my blog, wi
General
Hello! I am looking for a way to sync some of my files amongst different windows 10 computers on the same network. Syncthing might work, but from what I can find it, it cannot work for collaborative editing. I can't seem to find much information on any other alternatives, so any help will be much ap