🌍 Dev.to

I Deployed My Backend to Render… and Then Everything Broke 💀

I Deployed My Django App to Render… and Then Everything Broke 💀 Deploying an application sounds simple. Push the code. Configure the service. Deploy it. Done. Yeah… not exactly. 💀 I recently deployed one of my Django applications to Render, and the deployment itself looked successful. The service was live. Gunicorn started. Render gave me a live URL. But when I actually opened the application and started making requests… 500 Internal Server Errors. And that...
🌍 Dev.to

1. Self-Hosted AI: the LLM concepts you need to run models effectively

If you want to run AI models on your own machine and learn the basic concepts with me to do it effectively, then this is the right article :). This is part one of the series. In the next one we build local AI workflows with n8n and Ollama. This article is the vocabulary we need to pick a model, load it without crashing your machine, and know what each setting does. The pieces Running a model locally involves a few separate things that people mix up all the time. The model ...
🌍 Dev.to

How We Evolved a Cultural Recommendation Feed From a Weighted SQL Ranker to a Narrative Affinity Model

Building a personalization engine for a multi-format content feed, without machine learning, and the testing process that forced us to rebuild it. TL;DR We run a collaborative cultural curation platform (think: user-submitted recommendations for movies, books, games, music, and long-form posts, all mixed into one feed) on a fairly ordinary PHP + MySQL stack. Over about a year we went through two full generations of the feed ranking algorithm. The first version solved the obvious...
The Headless Workspace: How Antigravity CLI Lowers the Neovim Learning Curve
🌍 Dev.to

The Headless Workspace: How Antigravity CLI Lowers the Neovim Learning Curve

A GUI IDE is great for local development, but it quickly falls apart when you transition to headless servers, low-power client machines, or remote clouds. If you pair an AI agent like Antigravity CLI with a native-first Neovim configuration, you can bypass complex setups entirely. Since the AI assistant is the one doing the heavy writing, refactoring, and saving of files, you don't need to be a Vim keyboard wizard to use Neovim. The editor simply becomes a fast, native terminal pane for in...
🌍 Dev.to

Beyond the Password: How Passkeys Work Under the Hood

Passwords are broken. They get leaked in database breaches, reused across platforms, and phished through clever domain spoofs. While Multi-Factor Authentication (MFA) helps, standard SMS or OTP codes still leave major security gaps. Enter Passkeys : a modern authentication standard built on top of WebAuthn and FIDO2 specifications designed to eliminate shared secrets entirely. Here is a dive into the underlying cryptography, architectural flow, and why passkeys are inherently phishing-pro...
🌍 Dev.to

Designing Clean Roblox GUIs: Grid, Contrast, and the 3-Click Rule

Designing Clean Roblox GUIs: Grid, Contrast, and the 3-Click Rule A Roblox game lives or dies by its UI. Players decide in seconds whether a game "feels" polished, and most of that feeling comes from the interface — health bars, inventory, shop buttons, loading screens. Yet a lot of Roblox GUIs are cluttered, low-contrast, and hard to tap on mobile. Here are the rules I keep coming back to. 1. Build on a grid, not by eye Roblox Studio's UIAspectRatioConstraint + UIGridL...
🌍 Dev.to

Your AI agent's UI is mediocre—and here's how to fix it

If you’ve been building with Claude or Cursor for the last year, you’ve noticed a pattern. The code comes out clean. The logic is sound. But the interfaces? They look like 2015-era Bootstrap clones. Everything has the same rounded corners, arbitrary shadows that don't communicate depth, and linear animations that feel robotic rather than organic. AI agents are incredible at generating functional HTML and CSS, but they lack a fundamental concept: design intent. They can write the code to make ...
🌍 Dev.to

LLD Design Patterns: How We'll Learn Design Patterns Throughout This Series

So far in this mini-series, we've answered the biggest questions that confuse developers when they first encounter Design Patterns. We've learned: why SOLID isn't the final destination, why recurring design problems exist, why copying code doesn't create good design, what Design Patterns really are, how experienced engineers recognize them, and how every pattern can be understood through its Problem, Intent, Solution, and Consequences . Now it's time to answer one final q...
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VMware ESX Shell Obfuscation: 21 Techniques Work with BusyBox and Bypass Plaintext Keyword Detection

VMware ESX Shell Obfuscation: 21 Techniques Work with BusyBox and Bypass Plaintext Keyword Detection 1. Basic Information Article Title : CrowdStrike Threat Hunts for Shell Command Obfuscation on VMware ESX Publisher : CrowdStrike Blog Publication Date : August 7, 2026 Original Source : CrowdStrike Associated Threat Groups/Malware : SCATTERED SPIDER, BlackBasta, Royal/BlackSuit, Akira, shinysp1d3r (mentioned as known examples of ESX targeting) Related ...
🌍 Dev.to

Metabase Unauthenticated SQL Injection: From Admin Privilege Heist to Connected DB Data Theft

Metabase Unauthenticated SQL Injection: From Admin Privilege Heist to Connected DB Data Theft 1. Basic Information Article Title : Metabase SQLi zero-day exploited in customer data-theft attacks Publisher : BleepingComputer Publication Date : August 7, 2026 Original Source : BleepingComputer Primary Sources : Metabase security update , GHSA-vwf4-m7j8-wcjf Related Entities : Metabase Cloud, Self-hosted Metabase, Framework, Tally, LexisNexis Vuln...
🌍 Dev.to

2.Self-Hosted AI: n8n + Ollama, local AI workflows on your Mac

If you want AI agents running on your own machine, with your own models, and no data leaving your computer, this is the article :). This is part three of the series. In part one we set up PostgreSQL, and in part two we covered the LLM concepts (models, parameter, quantization, context, capabilities, VRAM). Today we put them to work: n8n for the workflows and Ollama for the models. One prerequisite: Docker. If you do not have it yet, install Docker Desktop for Mac following the official...
🌍 Dev.to

BIP 110 and the Cost of Policing Bitcoin's Block Space

Originally published by InvisibleHill Research . This cross-post preserves the original research cut-off and source list. Research cut-off: July 30, 2026. Miner signaling is a live metric and may have changed after publication. BIP 110 begins with a problem that many Bitcoin users can recognize. A miner can collect a one-time fee for including an image, token payload, or other arbitrary data, while thousands of node operators absorb the cost of downloading, validating, and sometime...
HackerNews

The Nixpkgs core team has disbanded

Article URL: https://discourse.nixos.org/t/the-nixpkgs-core-team-has-disbanded/79413 Comments URL: https://news.ycombinator.com/item?id=49217993 Points: 162 # Comments: 66
HackerNews

Mythos social engineering AISI INC-2026-07-28-01

Article URL: https://web.archive.org/web/20260731053721/http://github.com/ancaferro/myNetwork/pull/3 Comments URL: https://news.ycombinator.com/item?id=49218707 Points: 4 # Comments: 0
🌍 TheVerge

Fenix Flexin isn’t even denying using AI to make ‘Rubberz’ anymore

It took long enough, but now LA rapper Fenix Flexin appears to have admitted using AI for the 80s synth pop-themed song "Rubberz." His comments follow the producer Medasin's videos claiming that an AI tool called Treblo (formerly Sonauto) was used to make the song, and the company releasing an AI detector that identifies it […]
🌍 TheVerge

The gaming site sponsored by Walmart lays off its editorial staff

Restart, a games media website launched in late 2024 that was sponsored by Walmart, has laid off its "entire editorial team," according to a Friday post from Brandy Berthelson, the site's former editor-in-chief. Other staffers have also posted about being laid off. Restart is operated by Moonrock, a content marketing agency, though its editorial mission […]