🌍 Dev.to

Thoughts on Tailwind

I have mixed feelings about Tailwind, having used it on a client project , built a Typescript adapter for it and my own website for a time, before switching to Vanilla Extract . On one hand, it seems to have been overhyped and targeted to developers who want to throw stuff together fast, with the predictable result of messy, unmaintainable code. (But I guess the same could've been rightly said about HTML/CSS back in its early days, not to mention Java, VB, etc.) On the other hand, I th...
🌍 Dev.to

AI Agent Egress Proxy: Stop Tool Calls From Leaking Data

When an AI agent leaks data, it may not look like a breach at first. It may look like a normal tool call, a helpful API request, or a browser fetch that quietly sends the wrong payload to the wrong place. That is the uncomfortable part for builders: prompt safety can warn you about intent, but only the network boundary can stop bytes from leaving. If your product lets agents call APIs, browse pages, use MCP tools, fetch files, or run long workflows, you need a simple rule: agents should no...
🌍 Dev.to

The World's Oldest Communication Protocol Is Music

This is going to be a very different article from what I usually write. No technical discussions, architecture deep dives, or engineering practices today. Instead, we're talking about something much older than software itself: music. We treat language like it's the default mode of human communication, like it's the real and only thing used to communicate, everything else is secondary, emotional, aesthetic, nice to have. But language is actually the outlier. It's the new protocol layered ...
An FDA Panel Just Endorsed These Unproven Peptides
🌍 Wired

An FDA Panel Just Endorsed These Unproven Peptides

Outside experts—some with a vested interest in peptides—recommended adding a number of the amino acids to the FDA's bulk list, including the “Wolverine stack” touted by Joe Rogan and other influencers.
🌍 TheVerge

The Echo Show 21 is a great smart home hub that’s $80 off

Split between buying a smart calendar, a kitchen TV, a smart home hub, and a smart display? Amazon’s Echo Show 21 is all of those things in one, with a huge 21-inch screen. You can use it to control your smart lights, glance at recipes, watch TV shows, and more. Currently, Best Buy and Home […]
🌍 TheVerge

Alexa Plus is getting an AI update to handle more complicated instructions

Amazon is launching an update to its Alexa Plus assistant that will allow it to connect to smart home devices in new ways. With the update, which is currently in preview, Alexa Plus can link up with tech from Bosch, Delta, Ecovacs, iRobot, Yale Home, Whirlpool, Tapo, Eufy, and others, while automatically routing requests to […]
🌍 TechCrunch

Patreon lays off 20% of its workforce

In a memo to staff that was posted online, Conte said the company's core business is strong, but the platform has to respond to market changes and adjust its cost structure to remain stable.
🌍 Dev.to

What Is Object Storage? A Plain-English Guide

What Is Object Storage? A Plain-English Guide Object storage is a data storage architecture that manages information as discrete objects—each bundling data, metadata, and a unique identifier—rather than as files in folders or blocks on disks. It scales to billions of items and is the foundation of Amazon S3 and most modern cloud storage. If you have ever uploaded a file to AWS S3, you have already used object storage without thinking about the plumbing underneath. Key Stats ...
🌍 Dev.to

3 Assumptions That Broke Before I Got gpt-oss-120b Working Through the Anthropic SDK

I signed up for a free-tier LLM API, hit a credit-card prompt before I'd made a single call, and assumed it meant I was about to get billed. I was wrong about that one. I was not wrong that the SDK code I wrote next would break twice before I got a real response back. TL;DR: Sakura AI Engine's free tier (3,000 chat completions/month, hosting OpenAI's open-weight gpt-oss-120b ) broke 3 assumptions in a row: that a credit-card prompt on a free plan means billing, that Anthropic's Python SDK a...
🌍 Dev.to

My AI pentest agent reported 23 root shells. It had actually popped zero.

I've been building an autonomous penetration-testing agent — an LLM driving real tools (nmap, masscan, hydra, Metasploit, searchsploit) around a loop: recon a target, pick an exploit, fire it, decide whether it worked, move on. Everything below runs against a deliberately vulnerable Metasploitable VM in an isolated lab. Nothing here is a technique for attacking systems you don't own; it's a story about making an AI agent tell the truth about what it did. Because the first hard lesson...
🐍 Snake - rendered with 576 browser windows [warning - this WILL hurt your eyes...and PC!]
🌍 Dev.to

🐍 Snake - rendered with 576 browser windows [warning - this WILL hurt your eyes...and PC!]

I have been quiet lately I know - but don't worry I haven't forgotten you all and how much you like seeing really stupid ideas on the web! This one came to me after I was chatting with a colleague saying "you know you can control one browser window from another right?" Now that was for a sensible idea around checking broken links and then confirming they work one after the other (without the issues an iFrame can introduce - there is a demo of that later in the article)...but then I realis...
AMD Advancing AI 2026: Software, Hardware & Framework, Unified
🌍 Dev.to

AMD Advancing AI 2026: Software, Hardware & Framework, Unified

Where Chris Lattner calls AI "mid" and George Hotz wants to knock a trillion dollars of value off of NVIDIA with tinygrad. Preamble IMHO: AMD's Advancing AI 2026 summit in San Francisco was free. And right now, while the firehose of free AI events and learning is still on, I'm taking every opportunity I can get my hands on. Eventually the free opportunities will slowly disappear, and this age of companies wanting us to adopt their tech and ecosystem will end. Cynical, pess...
🌍 Dev.to

The checklist item that made 90 files permanently unfinished

I have a pipeline that generates document scaffolds — skeletons with blanks for a human to fill in. Every generated file looks roughly like this: <!-- draft-stage: scaffold --> ## Hook - [✏️ one line that stops the scroll] ## Caption - [✏️ 1-2 sentences, facts only] ## Before you publish - [ ] Zero `[✏️]` left → delete the `<!-- draft-stage: scaffold -->` line above Two markers carry the state. [✏️] marks a blank nobody filled yet. The HTML c...
🌍 Dev.to

GitHub Copilot vs Codex vs Claude Code: The Real 2026 Comparison

Originally published May 24, 2026. People keep searching for this comparison, and most of what ranks is stale or vibes. The first version of this post was vibes too. This rewrite is numbers: every price, limit, and score below was checked against official docs and leaderboards on July 21, 2026. One naming trap before we start: Codex here means OpenAI's current coding agent, not the retired 2021 model that once powered the original Copilot. The 30-second version GitH...
🌍 Dev.to

Migrating Storage Gateways from Amazon Linux 2 to AL2023 After the EOL Deadline

The end of standard support for Amazon Linux 2 was June 30, 2026 – which has now passed. If you are still running AL2-based Storage Gateway appliances, you are in the unsupported window, and here’s how to remediate: the method AWS supports, and the operational lessons that make it go smoothly. If you run AWS Storage Gateway, one deadline already changed your roadmap — and it’s in the rearview mirror: * Amazon Linux 2 (AL2) will reach end of standard support on June 30, 2026. * That date h...
🌍 Dev.to

How TDS Classic Decides What to Deploy, Update, and Delete

TDS Classic exposes three deployment-related settings that, together, decide what every item in a TDS project looks like in the target Sitecore database after a deploy. Most teams set them once during project setup and then get bitten years later when a deploy unexpectedly recycles half the templates tree, or a "deletion" never reaches the web database. This post walks through what each setting actually does, how they interact, what happens with the master and web databases, and the combinat...
🌍 Dev.to

One Copy, Two Engines: Architecting a Governed Lakehouse Across Fabric and Azure Databricks

For most of the last decade, the honest answer to "should we standardize on Databricks or on the Microsoft data platform?" was: pick one and live with the seams. Teams that ran Azure Databricks for engineering and Microsoft Fabric (or Synapse before it) for BI ended up maintaining two copies of the same tables, two governance models, and a nightly export job that nobody wanted to own. The duplication was not a technical accident. It was the price of two platforms disagreeing about where the byte...
🌍 Dev.to

Detect in the Application, Block at the Edge: A Feedback Loop with AWS WAF and CloudFront KVS

Bot mitigation has an asymmetric structure. The application is where malicious behavior is easiest to detect. “This account has seen 30 failed login attempts in five minutes.” “A human user would never call these APIs in this sequence.” Only the application has that kind of context. On the other hand, the edge is where enforcement is easiest. If you can drop malicious requests before they reach the origin, you avoid wasting application resources and generating unnecessary logs. ...
🌍 Dev.to

How I use Claude Code without becoming its passenger

Let me say the honest thing first: an AI types a lot of the code I ship. The offline-first Android app our technicians use at Exequtech , parts of this website, migration scripts, test suites — Claude Code wrote much of it, in my terminal, under my eyes. I don't think that makes me less of an engineer. I think how I do it is what decides that. A couple of years ago I made it my mission to learn to work with AI properly. Not because it was trendy — because we run a product with real users a...