🌍 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...

🌍 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...
🌍 Dev.to
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...

🌍 HackerNoon
The HackerNoon Newsletter: Designing an XP System for Real-Life Skills (8/7/2026)
8/7/2026: Top 5 stories on the HackerNoon homepage!

🌍 HackerNoon
Gate DexBuilder Launches First Event Contracts Builder, Unveils $3 Million Grant Program
The initiative provides project teams, developers, communities, and Web3 applications worldwide with one-stop event contract market building capabilities, furth

🌍 HackerNoon
186 Blog Posts To Learn About Hackernoon Community
Learn everything you need to know about Hackernoon Community via these 186 free HackerNoon blog posts.

🌍 HackerNoon
My Case Against the Seven-Touch Sales Sequence
The seven-touch sales sequence is outdated. Modern sales require context, buyer intent, and timing, not rigid follow-up cadences.

🌍 HackerNoon
CoinMarketCap Expands Its Pro API With Real-World Asset Data Endpoints
The RWA endpoints resolve each asset through a stable identifier and span the full data lifecycle. An ID map and a metadata endpoint
HackerNews
Show HN: Modern C++ Build Tools for Module Feature
Anyone like C++'s module features? Feel free to try MCPP and talk with me.
Comments URL: https://news.ycombinator.com/item?id=49217761
Points: 5
# Comments: 0
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
NASA to keep its 48-year-old Voyager 2 probe running for yet another year
Article URL: https://www.space.com/space-exploration/voyager/nasa-figured-out-how-to-keep-its-48-year-old-voyager-2-probe-running-for-yet-another-year
Comments URL: https://news.ycombinator.com/item?id=49218179
Points: 71
# Comments: 12
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 […]
🌍 TechCrunch
Security researchers scanned the Polish web and found courts, hospitals, and airports at risk of hacks
Researchers found common points of failure, like software used to organize and display web content, could have allowed hackers to run riot through government websites.
🌍 TechCrunch
Wacom’s MovinkPad 11 is a fun, midpriced entry point for digital artists
The Movinkpad 11 a versatile little graphics tablet that can help make your wildest digital art dreams come true.
🌍 TechCrunch
After Rippling blew millions on AI in months, it built an employee ROI tool
After its own AI usage wake-up call, Rippling this week unveiled AI Spend Console, a product that tracks individual and team employee AI spending.