ARTICLES
Tutorials, real tests and honest numbers.
Read it, run it, build your own.
GridCraft vs Excel: I Checked 1,968 Formulas From Microsoft's Own Templates in This Free Rust App
GridCraft is Excel rebuilt from scratch in Rust by storytold, the team behind ArtCraft and WordCraft.
· 3 MIN READI Pointed Craft Anything at Hacker News. Claude Code Rebuilt It 91% Without Me Writing a Line
It's a desktop app from storytold, the team behind ArtCraft. You point it at a website, app or game, and say what you want.
· 3 MIN READWordCraft: I Tested the Free, Rust-Built Microsoft Word Alternative (203 Pages to PDF in 0.16 s)
WordCraft is Microsoft Word rebuilt from scratch in Rust by storytold, the team behind ArtCraft. I tested version 0.16.0 on a Mac mini M4 with 16 GB of RAM.
· 3 MIN READI Tested Concat, the Free Open-Source CapCut Alternative (Rust, Offline AI, Built-in MCP Server)
Concat is a free, open-source CapCut alternative built in Rust. Real test: 76 MB to 3 MB in 3.9 s, 0 bytes uploaded, plus its MCP server.
· 3 MIN READI Asked Kimi K3.1 Pro to Build a 3D Game From One Prompt. It Worked. Here's the Catch
Kimi K3.1 Pro is the new flagship model from Moonshot AI, the Chinese lab behind Kimi. It launched on October 23, 2026.
· 3 MIN READPHP Got Hacked? PHP2Shell, LiteLLM, GitLab and a CA Key of 4: What Devs Should Update Now
PHP2Shell, a backdoored LiteLLM, a 10.0 GitLab flaw and a CA key of 4: what broke this week and the exact versions to update to.
· 5 MIN READIs FilmCraft 100% Free? I Scored the Open-Source Premiere Pro Clone in 10 Rounds
But is a free Premiere clone actually usable? I gave FilmCraft 0.9.0 real jobs on a Mac mini M4 (16 GB) and scored it against Premiere in 10 rounds.
· 4 MIN READPhotoCraft Review: I Tested the Free, Open-Source Photoshop Alternative With 4 Real Edits
Photoshop costs $22.99 a month. PhotoCraft costs $0, it's open source, and in under three weeks it passed 66,000 stars on GitHub.
· 3 MIN READI Tested 3 Free, Open-Source Adobe Clones on My Mac. Here Are the Real Numbers.
ArtCraft just open-sourced free Rust rebuilds of Photoshop, Premiere, After Effects and ten more apps.
· 4 MIN READClaude Code vs Codex vs GitHub Copilot: Same Repo, Same Task, 3 Different Workflows
Autocomplete suggests the next line. An AI coding agent tries to finish the whole task: it reads your project, edits several files, runs your tests…
· 5 MIN READClaude Opus 5 Built a Full-Stack App From One Prompt: 64/64 Tests and 3 Invented Package Versions
Instead of reading benchmark charts, I gave Claude Opus 5 an empty folder and one prompt: build a full-stack app. I didn't write any of the application code.
· 4 MIN READFlask JWT Authentication: Build a Secure Banking API in Python (Login, Roles, Tested)
Most JWT tutorials stop at "here's your token". But a token alone doesn't protect anything.
· 4 MIN READGit Tutorial for Beginners (2026): Commits, Branches, Merge Conflicts and Rebase
Picture three developers on one website. One improves login, another changes the cart, and the next morning an older folder has overwritten the newest work.
· 5 MIN READHow AI Image Generators Work: I Trained a Diffusion Model From Scratch on My Laptop
I trained an AI to draw on my laptop, from scratch. At the start it could only make noise. About 35 minutes later it was drawing robots that never existed.
· 7 MIN READI Let OpenAI Codex Build My Website From One Prompt: 5 Minutes 23 Seconds, 12/12 Checks
I gave OpenAI's Codex one prompt, an empty folder and a hard 15-minute limit to build a real personal website for my YouTube channel.
· 7 MIN READBuild a Chatbot in Python From Scratch: No API Keys, No AI Libraries
Most "build a chatbot" tutorials are really "call someone else's API" tutorials. This one isn't.
· 4 MIN READNext.js 16 Tutorial for Beginners: Build a Real Banking App in 9 Lessons
This post teaches the core of Next.js 16 by building one small, real app: Mini Bank. It has a dashboard with your balance, a transactions list, a detail…
· 5 MIN READClaude Code vs OpenAI Codex: Same App, Same Prompt, 20 Automated Tests (Full Results)
"Which AI coding agent is better?" usually gets answered with vibes. I wanted numbers, so I gave Claude Code and OpenAI Codex the same starter repo, the…
· 4 MIN READFastAPI JWT Authentication in 2026: A Complete Login API in One File (Argon2 + PyJWT, Tested)
Most FastAPI auth tutorials stop at "it returns a token". This one goes further: one file, 118 lines, five endpoints, and every response below comes from…
· 4 MIN READFine-Tune an LLM on Your Mac with MLX: QLoRA in 16 Seconds (Real Run, No Cloud)
A real MLX QLoRA run on a 16 GB Mac: Qwen2.5-3B, 16-second training, 2.5 GB memory, and why the best-loss checkpoint gave the worst answer.
· 6 MIN READGemini 4 Argon vs GPT-6 Astra vs Claude: API Pricing and Access for Developers (October 2026)
Gemini 4 Argon starts at $2 per 1M input tokens vs $10 for GPT-6 Astra and Claude Fable 5.1. Prices, monthly costs and who can use each today.
· 3 MIN READHow to Install Python 3.14 on Mac and Set Up VS Code (2026 Beginner Guide)
Install Python 3.14 on macOS, fix SSL certificate errors, set up VS Code and run your first program, with fixes for common beginner errors.
· 3 MIN READRun AI Locally on Your Mac with Ollama: Chat, Tools, RAG and a Custom Model (Real Numbers from a Mac mini M4)
Ollama on a Mac mini M4 (16 GB): chat app, OpenAI SDK, tool calling, RAG and a custom model, with real speeds and code.
· 3 MIN READ