AI

This $1,500 quiet desktop runs 70B models at 35 dBA

A parts list and guide for a silent desktop running 70B LLMs, Stable Diffusion XL, and Whisper. Components, noise tuning, and GPU benchmarks.

StoryScope detects AI fiction that reads perfectly human

AI fiction detection no longer needs style cues. StoryScope reads plot, time and theme to flag AI stories at 93.2% accuracy across 61,608 texts.

Awesome Claude Skills has 1,001 unmerged pull requests

The Awesome Claude Skills list promises 1000+ skills and links 164. Its queue holds 1,001 open pull requests against 38 merges, and 78 links are dead.

code-review-graph trims 82x tokens on a typical repo

code-review-graph MCP token reduction is about 82x on a median repo. The 528x figure is one repository's best case, and the project says so.

AI Engineering from Scratch is 1,095 hours, not 320

The AI Engineering from Scratch curriculum advertises about 320 hours. Its own roadmap phases add up to 1,094.5, with capstones alone claiming 620.

Best AI text tools 2026

Best AI text tools 2026 for drafting, summarizing, grammar, and translation. Which free tiers finish a real job and which stop you at the paywall.

Coding

Harper checks your grammar without sending it anywhere

Harper is an offline grammar checker that lints a document in milliseconds, runs inside your editor, and never uploads a single word to a server.

Google's jj undoes anything Git will not let you undo

Jujutsu is a Git-compatible VCS with automatic rebases, first-class conflicts, and undo. Why it beats Git and why developers are switching in 2026.

superfile looks stunning but Windows support is unfinished

superfile terminal file manager brings mouse support and plugins to the shell, but its own README still lists Windows as not fully supported.

Self-hosting

OpenSEO is the open source Ahrefs with a data bill attached

OpenSEO is an open source SEO tool for keyword research, rank tracking, and site audits, but every query bills your own DataForSEO API account.

Fizzy is a kanban board you self-host in one container

Self-host Fizzy, the 37signals kanban tracker, in one Docker container with a mounted volume and SMTP. Its O'Saasy license is source-available.

Asahi Linux daily drives M1 and M2, but not yet the M4

Asahi Linux M4 support is still early bring-up with no installer. M1 and M2 are daily drivers, and M3 now has audio, cpufreq, and a WIP installer.

Omarchy Quattro gives Linux a desktop you can rearrange

Omarchy Quattro rebuilds the whole desktop shell in Quickshell, dropping Waybar, Walker, and Mako for one themeable process with a plugin system.

Web dev

React 19 server actions delete your whole API layer

React 19 Server Actions simplify mutations with useActionState, progressive enhancement, automatic loading states, optimistic UI, and type safety.

pdfcn renders your PDF invoice in 26 ms with no Chrome

pdfcn PDF components for React copy into your codebase like shadcn, render invoices in 26 ms with no headless Chrome, and work on Takumi or Forme.

Instatic wants to replace Webflow at version 0.0.14

Instatic self-hosted visual CMS runs the editor, content engine, and publisher in one Bun server and ships plain HTML. It is still version 0.0.14.

JavaScript's Temporal API kills Date and date-fns for good

The Temporal API replaces buggy JavaScript Date with immutable, timezone-aware types. The core types, DST-safe arithmetic, and migration paths.

Neon gives every pull request its own Postgres copy

Neon branches isolate a full Postgres instance per PR in one second via copy-on-write. Disposable like Git. No shared staging, no data collisions.

Hardware

Minisforum MS-01 wins the 10GbE mini PC race in 2026

Mini PCs with 10GbE for Proxmox, TrueNAS, and homelabs: Minisforum MS-01, GMKtec K11, Aoostar WTR, and Strix Halo with specs and power data.