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Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses

Hands-on experience with AI, self-hosting, Linux, and the developer tools Botmonster actually uses

Chrome toggle switch in the off position beside two glass cylinders holding glowing memory chips, one filled far higher than the other

jcode's tiny memory number comes with a feature turned off

jcode RAM usage is quoted at 27.8 MB, but that figure needs local embedding switched off. With defaults on, jcode uses 167 MB, more than Codex CLI.

Replace Microsoft's Secure Boot keys with your own

Replace Microsoft's Secure Boot keys with your own

Enroll your own Secure Boot keys with sbctl and mokutil, then sign kernels, bootloaders, and DKMS modules. Full control of your Linux boot chain.

Domed observatory at dusk with three brass telescopes aimed at a constellation of candlestick bars and a fourth larger telescope locked in a steel cage

Can Kronos really forecast the next 24 hours of Bitcoin?

The Kronos financial forecasting model predicts candlesticks from 45 exchanges, but its largest 499M variant stays closed and the repo has gone quiet.

The Hailo-10H beats the Coral TPU on speed and watts

The Hailo-10H beats the Coral TPU on speed and watts

Hands-on review of Hailo-10H M.2 for Frigate, Home Assistant, and on-device LLMs. HailoRT, YOLO throughput on Pi 5, token rates, and Coral TPU.

Open glass and brass analytical machine scanning a search ranking chart, its data pipe feeding a coin-operated meter

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.

React 19 server actions delete your whole API layer

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.

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Orange sunburst logo on the left beside a cut-open silo packed with grey text layers, a crimson arm stamping a fresh card on the newest layer

Make Opus 5 less verbose with an output style and a hook

Make Opus 5 less verbose with a custom output style, a UserPromptSubmit hook, and fewer CLAUDE.md rules. The env var everyone shares backfires.

What X and Reddit users are saying about Claude Opus 4.7

What X and Reddit users are saying about Claude Opus 4.7

How power users on X and Reddit reacted to Claude Opus 4.7: praise for agentic coding, token burn concerns, and teams' practical prompting habits.

A glowing desktop graphics card streams data into a landscape painting on an easel beside VRAM and wattage gauges

Run FLUX 2 locally in 2026: VRAM by GPU + ComfyUI setup

Run FLUX 2 locally in ComfyUI. VRAM by GPU from 8GB to 24GB, GGUF builds, the variant that fits your card, cost versus cloud, and the files to grab.

Alacritty vs. Kitty: best high-performance Linux terminal

Alacritty vs. Kitty: best high-performance Linux terminal

Alacritty vs Kitty in 2026: emoji and Unicode rendering, benchmarks, latency, memory, maintainer reputation, and the right terminal for you.

Hyprland vs Sway vs COSMIC: best Wayland compositor for developers in 2026

Hyprland vs Sway vs COSMIC: best Wayland compositor for developers in 2026

Compare Sway, Hyprland, and COSMIC Wayland compositors. Covers tiling models, display handling, plugin ecosystems, and stability for your workflow.

Running Gemma 4 26B MoE on 8GB VRAM: three strategies that work

Running Gemma 4 26B MoE on 8GB VRAM: three strategies that work

Run Google Gemma 4 26B MoE on a budget 8GB GPU using aggressive quantization, GPU-CPU layer offloading, and tensor parallelism.

Three roped climbers ascend a cliff whose contour lines form a topographic curve over stacked memory chips at the base.

Local image models in 2026: Qwen vs FLUX vs SDXL on VRAM

Compare the best local image generation models on text-in-image accuracy, prompt adherence, VRAM, speed, and license to find your sweet spot.

AI coding benchmarks in 2026: why the leaderboard you pick decides the winner

AI coding benchmarks in 2026: why the leaderboard you pick decides the winner

AI coding benchmarks produce wildly different rankings. Which models win depends on which benchmark you choose and which agent framework wraps them.

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