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Hands-on experience with AI, self-hosting, Linux, and the developer tools I actually use

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Hands-on experience with AI, self-hosting, Linux, and the developer tools I actually use

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Mechanical Keyboard PCB Repairs with Flux and Continuity Tests

Mechanical Keyboard PCB Repairs with Flux and Continuity Tests

Fixing a broken mechanical keyboard PCB usually means re-soldering a loose hotswap socket or bridging a damaged trace with a small piece of wire. With a basic soldering iron, some flux, and a multimeter, you can fix the most common keyboard faults yourself. You don’t need to replace the whole keyboard. Most repairs take 15 to 30 minutes once you’ve found the fault.

ESD Safety First

Before you touch any PCB, set up your ESD (electrostatic discharge) precautions. A static jolt too small to feel can wreck the microcontroller or the key matrix diodes on a keyboard PCB. Two steps cover almost every build:

Build a Portable Hacking Lab with a Raspberry Pi 5

Build a Portable Hacking Lab with a Raspberry Pi 5

You can build a self-contained pen testing lab on a Raspberry Pi 5 running Kali Linux ARM64. Add a battery HAT, a 7-inch display, and a wireless adapter that does packet injection. Total cost lands between $200 and $250. The result is a pocket-sized hacking kit that runs Nmap, Burp Suite, Wireshark, Aircrack-ng, and Metasploit in the field, at CTF events, or on jobs where you can’t lug a laptop.

Clone Your Voice with Coqui TTS: 5 Minutes to Custom Speech

Clone Your Voice with Coqui TTS: 5 Minutes to Custom Speech

You can clone your own voice with Coqui TTS using just 5 minutes of recorded audio, all on your own hardware. The steps are simple. Record clean audio. Turn it into a training set. Fine-tune an XTTS v2 or VITS model. Export the result for real-time use. On a modern GPU like the RTX 5070 with 12 GB of VRAM, fine-tuning takes 2 to 4 hours. The output sounds natural and keeps the target voice’s timbre, pacing, and accent.

MCP Server Development: Build Custom Tools for Claude and Local LLMs

MCP Server Development: Build Custom Tools for Claude and Local LLMs

The Model Context Protocol gives LLMs a standard way to call external tools, read files, and query databases. You skip the rewrite each time you switch models. You can build a working MCP server in Python with the official mcp SDK in under 100 lines. It runs with Claude Desktop or Claude Code in minutes. This guide walks the full path, from a tiny first server to production.

What MCP Is and Why It Changes Tool Use

MCP is a JSON-RPC 2.0 protocol. It lets an LLM client (like Claude Desktop , Claude Code, or Cursor) find and call tools exposed by a server process. The big shift from older function-calling is the discovery step. Instead of hard-coding tool defs into every prompt, the client sends a tools/list request when it connects. It gets back the full schema for everything the server exposes. Add a new tool, restart the server, and any client sees it on the next connect.

NVMe Gen5 Linux Benchmarking: 12K-14K MB/s Expected Performance

NVMe Gen5 Linux Benchmarking: 12K-14K MB/s Expected Performance

To benchmark your SSD on Linux, use fio for full sequential and random I/O tests, hdparm for a quick sequential read check, and GNOME Disks for a visual one-click run. A healthy Gen5 NVMe drive (a Crucial T705, Samsung 990 EVO Plus Gen5, or WD Black SN8100) should hit 12,000-14,000 MB/s sequential reads and over 1,200,000 random 4K read IOPS. Gen4 drives top out near 7,000 MB/s sequential and 800,000-1,000,000 IOPS. If your numbers fall well short, there is usually a clear reason: heat throttling, a PCIe slot at the wrong generation, or a bad I/O scheduler setting.

5 Open Source Repos That Make Claude Code Unstoppable

5 Open Source Repos That Make Claude Code Unstoppable

Five open source repositories dropped in March 2026 that expand what Claude Code can do. Karpathy’s AutoResearch runs overnight ML experiments without you. OpenSpace makes agent skills fix and improve themselves. CLI-Anything turns GUI software into agent-ready command-line tools. Claude Peers MCP lets many Claude Code sessions coordinate on one machine. And Google Workspace CLI opens Gmail, Drive, Calendar, and Sheets to agents. All five are free, open source, and plug right into Claude Code.

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