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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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FastAPI Webhook Bot: GitHub and Gitea Automation

FastAPI Webhook Bot: GitHub and Gitea Automation

You can build a bot that labels issues, enforces PR naming, posts review comments, and triggers workflows. Write a FastAPI app that takes webhooks from GitHub or Gitea , checks the signature, and calls back to the right API. The same handler works for both forges. Header names and payload shape differ a bit, so one codebase can serve both.

How Repository Webhooks Work on GitHub and Gitea

Both GitHub and Gitea let you set up webhooks at the repo, org, or (for Gitea) system level. When an event fires (someone opens an issue, pushes a commit, opens a PR) the forge sends an HTTP POST to a URL you control. The body is JSON and describes what happened.

Run Home Assistant in a Proxmox VM for Maximum Flexibility

Run Home Assistant in a Proxmox VM for Maximum Flexibility

Running Home Assistant OS (HAOS) inside a Proxmox VE virtual machine gives you the full, officially supported installation - add-ons, Supervisor, automatic updates - while sharing hardware with other VMs and containers. On a modest Intel N305 mini PC, you can run HAOS alongside Plex, Vaultwarden, Nextcloud, and a WireGuard VPN with room to spare. The entire setup takes under 30 minutes. Download the HAOS QCOW2 image, create a VM in Proxmox, import the disk, boot, and you are up and running.

Rust for Python Developers: Rewrite Your Hot Paths for 10x Speed

Rust for Python Developers: Rewrite Your Hot Paths for 10x Speed

Python is excellent for most of what developers throw at it - API servers, data pipelines, automation scripts, machine learning glue code. But CPU-bound work is a different story. When you’re parsing 500MB log files, running simulation loops, or crunching millions of rows in a tight inner loop, you’re going to hit a wall. Not always, but often enough that it becomes a real problem.

The solution is not to rewrite your entire application in Rust. That’s dramatic and usually unnecessary. The better approach is to profile your code, find the 5-10% that consumes most of the CPU time, and rewrite just that part in Rust. The rest of your codebase stays Python. Your interfaces stay Python. You just swap out the slow function for a fast one.

Soldering Irons Tested: Pinecil, Hakko FX-888D, TS101

Soldering Irons Tested: Pinecil, Hakko FX-888D, TS101

For most hobbyist PCB work, the Pinecil V2 at around $26 is the best value soldering iron thanks to its USB-C PD and QC3.0 power flexibility, RISC-V open-source firmware (IronOS ), and sub-10-second heat-up time. But the Hakko FX-888D (now succeeded by the FX-888DX at around $130-150) remains the superior benchtop station for marathon soldering sessions due to its thermal recovery and ceramic heater. The Miniware TS101 at roughly $50-70 splits the difference as a portable iron with an OLED display and dual power input that handles everything from SMD rework to through-hole joints with interchangeable TS-series tips.

Fix Your PipeWire Audio on Linux: Low-Latency Recording

Fix Your PipeWire Audio on Linux: Low-Latency Recording

PipeWire hits sub-10ms recording latency on Linux once you set the quantum (buffer size) to 64 or 128 samples at 48 kHz. You also need real-time scheduling for your user, through the rtkit service or an audio group with PAM limits. Most “PipeWire doesn’t work” complaints trace back to broken ALSA UCM profiles, Bluetooth codec fallbacks, or WirePlumber rules that quietly override your audio routing. This guide covers every layer of the stack, from PipeWire’s design down to ALSA period sizes, so you can stop guessing.

Home Assistant Blueprints: 3 Domains, Hundreds of Templates

Home Assistant Blueprints: 3 Domains, Hundreds of Templates

Home Assistant Blueprints are reusable automation templates. They split the logic from the per-device bits. You define a pattern once, say a motion light with a timeout, then spin it up for every room by filling in a form. No YAML to copy. No ten near-twin automations to babysit. In Home Assistant 2026.4, blueprints span three domains: automation, script, and template. They ship dozens of selector types for clean input forms and tidy collapsible sections for bigger setups. They’re the fastest way to keep smart home behavior the same across many devices.

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