An LLM benchmark is only useful for as long as it's hard
The general shape of the problem is that every public LLM benchmark is on a saturation clock that runs from the moment of its publication to the moment a model'...
2558 posts from this source
The general shape of the problem is that every public LLM benchmark is on a saturation clock that runs from the moment of its publication to the moment a model'...
Computer-based assessments have a quiet accessibility problem. Most platforms assume the user can read text on a screen, click through options, and type their r...
Database Migration Strategies for Next.js and Supabase Production Apps You've built your Next.js app with Supabase. It works perfectly in development. Now you n...
7 Things I Wish I Knew Before Scaling Next.js + Supabase to 100K Users Six months ago, we launched our SaaS with Next.js and Supabase. The stack was perfect for...
When a RAID array fails, the worst thing you can do is panic and start poking at it immediately. I've seen too many cases where an impatient rebuild attempt ove...
Connecting to a payment gateway rarely fails because of business logic. More often, it fails at the very first technical step: authentication. If you’ve ever wo...
BLUF - Part 5 Series Finale of the GEO/SEO 2026 series The event: Google launched Search Profiles with a Follow button in the SERP - but locked it behind a mini...
Every SaaS product needs a dashboard. But most dashboard templates require React, a UI library, and 20 npm packages just to get started. So I built one in pure...
I was migrating our regional calendar pages from hand-coded festival dates to engine-computed ones when I noticed Bhai Dooj 2026 was showing November 11. I chec...
!Cover image for Rate Limits & Anti-Bots in Agentic Scrapinghttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3...
Originally written for r/selfhosted on Reddit — sharing here for the dev.to community. After running my self-hosted setup for 2+ years on a single Hetzner CX32...
Originally written for r/n8n on Reddit — sharing here for the dev.to community. I see a lot of n8n templates shared here that are either half-baked or broken. A...
Originally written for r/webdev on Reddit — sharing here for the dev.to community. I'm a developer based in Germany. After getting hit with a €900 Abmahnung war...
The problem: too many AI tools, no home If you build with AI today, your setup probably looks like mine did: I got tired of it and built Fleetify — one desktop...
Originally written for r/de on Reddit — sharing here for the dev.to community. Moin zusammen, als Entwickler aus Deutschland habe ich in den letzten Monaten übe...
Originally written for r/SideProject on Reddit — sharing here for the dev.to community. TL;DR: Built a free tool that scans websites for GDPR/DSGVO compliance v...
這篇要談的兩篇研究——Google 的 Memory Caching(RNNs with Growing Memory)和 Sakana AI 的 Continuous Thought Machine(CTM)——常被包裝成「Transformer 殺手」。不是。它們是兩篇研究論文,不是產品,也不是要取代 Transf...
NB, These are the mental rambling of an aged software engineer and AI-sceptic. Writing computer code is a little like writing a well considered letter/document....
For most of this series I have been shipping the parts of a SaaS that you can see: auth, multi-tenancy, an admin console, billing. The affiliate program is the...
How to Build a WordPress AI Plugin Step-by-Step Guide 2026 This guide builds a complete WordPress plugin with AI content generation: settings page, OpenAI API w...
How to Build a Telegram Bot with PHP and AI 2026 This guide builds a fully working AI Telegram bot with PHP: webhook setup, message handling, per-user conversat...
In our last article we covered for loops — perfect for when you know exactly how many times you need to repeat something. But what happens when you don't know h...
!Cover image for Why Your Zod Validation Fails Before It Even Runs And How to Fix Ithttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=...
!Cover image for How to Integrate ChatGPT with PHP Complete Guide 2026https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=au...
I've been using generative AI pretty much daily for months now. And I've come to think most people fundamentally misunderstand what it does. Gen AI is an amplif...
!Cover image for How to Integrate OpenAI API with Laravel Complete Guide 2026https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,fo...
This is a submission for the June Solstice Game Jam Bletchley is a web codebreaking game set at Bletchley Park, 1939–1945. You play as an anonymous codebreaker...
I didn't set out to build a content API. I set out to stop copy-pasting. Every week, the same ritual: open a doc, stare at a blank page, write a headline, delet...
I spent yesterday building purejq, a jq package on PyPI the C workload purejq jq PyPI C bindings field-access stream 9 ms 368 ms filter + count 55 ms 442 ms map...
TL;DR — We'll install dskripchenko/laravel-apihttps://github.com/dskripchenko/laravel-api, write one controller, and end up with a versioned API /api/v1/... and...
https://dsa-life-simulator-frontend.vercel.app'I made a free tool to make DSA practice feel like an RPG — would like feedback from this community'Been grinding...
AI coding tools are changing how software gets built. Claude Code, Cursor, GitHub Copilot, Windsurf and other tools can generate code incredibly fast. For small...
Most developers never have to design a network protocol from scratch. You use HTTP, gRPC, WebSockets, or something else that already exists and has been debugge...
A useful thing happened in agent infrastructure this June: several teams shipped 'escrow layers for AI agents' - production MCP tools that let an agent run a fu...
!Cover image for I just launched 𝗙𝗮𝗰𝗲 𝗦𝗼𝗿𝘁 𝗦𝘁𝘂𝗱𝗶𝗼! 📸🤖https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=aut...
I built a pay-per-call MCP server too — here's the piece that almost broke everything When kirothebot dropped the breakdown of what the agent payment stack actu...
An AI answer can look clean, confident, and helpful while hiding the exact detail your team will need later: where did this claim come from? For AI SaaS builder...
Status: Draft Standard Version: 1.0.0 Date: 8 Jun 2026 Category: Standards Track Author: FullAgenticStack Initiative Dependencies: RFC-WF-0001 WFCS, RFC-WF-0003...
!Cover image for Defeating the OFFSET Penalty: Cursor Pagination in Laravelhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,form...
A $3,000 refund just went out. No human approved it. Your AI agent read a poisoned tool response and did exactly what the attacker wanted. The scenario is const...
This article was originally published on the FlyTradr blog. Paper trading is the step between backtesting and live trading. You run your strategy in real market...
How a high school project became the most dominant Pi-computing benchmark in the world — and what every software engineer can learn from it. If someone told you...
Email should send every hour → doesn’t Cleanup should run nightly → skips One-time reminder after signup → never fires The code looks fine. Local works. Product...
zxcvbn is the most widely used password strength estimator with 1M npm downloads a week. It's also 389KB gzipped and hasn't shipped a commit since 2017. Most si...
I opened the public Scarab Field Lab this week: https://github.com/scarab-systems/scarab-field-lab This repo is not the Scarab Diagnostic Suite source code. It...
On June 9, 2026, OpenAI confidentially filed its S-1 with the SEC, targeting a Q4 listing at up to a $1 trillion valuation. Inside the filing: $1.22 lost for ev...
All tests run on an 8-year-old MacBook Air. All results from shipping 7 Mac apps as a solo developer. No sponsored opinion. I've shipped 7 paid Mac apps. Monthl...
I got frustrated that school covers personal finance for one semester and most kids forget it by graduation. So I spent the last several months building Finly —...