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

Glowing control console lifted away from a field of lit shipping containers that keep running on circuit-board foundations

Coolify gives you Vercel on servers you already own

Self-hosted PaaS Coolify deploys apps, databases, and 280 one-click services to your own servers over SSH, and leaves the config behind if you quit.

Open stone archway with toppled coin turnstiles beside it, light streaming from a jellyfish-shaped server box to a television, phone, tablet, and laptop

Jellyfin is the media server with nothing behind a paywall

Free open source media server Jellyfin streams your library to any device. Every feature is unlocked, with no premium tier and no account needed.

Sealed armored vault door with an open parcel chute where a gloved hand swaps a delivered package for a tampered one

v2rayN says update now because its updater was unsafe

v2rayN security update 7.24.4 patches a downloader flaw that let a man-in-the-middle serve a malicious file, and drops the allowInsecure option.

An open book whose pages branch into a tree of section cards, with a figure holding a lantern lighting one page

PageIndex searches long PDFs with no vector database

Vectorless RAG tool PageIndex builds a table-of-contents tree from a long PDF and lets the model reason its way to the right section. No chunking.

Assembly line of shutter gates letting only matching geometric tokens pass through to form one crystalline structured object

Outlines stops your AI from ever writing broken JSON

Outlines structured generation blocks invalid tokens while a model writes, so JSON matches your schema by construction instead of by retry and repair.

Sound wave passing through three machines that print text, generate speech, and filter out noise, bypassing a coin meter

Best AI audio tools 2026

Best AI audio tools 2026 for transcription, voice cloning, cleanup. Where a free hosted tier wins and where running Whisper yourself wins outright.