trying to set up a home server (debian!) so that i can have encrypted storage for multiple users that root can't see and still be able to run other internal services and madness appears to lie this way

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trying to set up a home server (debian!) so that i can have encrypted storage for multiple users that root can't see and still be able to run other internal services and madness appears to lie this way
Learn how to unload every loaded llama.cpp router model with curl and jq, free VRAM safely, and avoid restarting llama-server in local LLM workflows.
Curated reference of vendor and community inference parameters for Qwen 3.6 and Gemma 4, optimized for agentic workflows and real-world coding systems.
Set up Hermes voice control on Telegram and Discord using local Whisper and free Edge TTS. Includes setup, tuning tips, examples, and troubleshooting.
NemoClaw runs OpenClaw inside OpenShell with policy driven network control, routed inference, and lifecycle tooling. This guide covers quickstart, operations, and troubleshooting.
Compare llama.cpp speeds on a 16 GB GPU for dense and MoE models at 19K, 32K, and 64K context. Tables list VRAM, GPU load, and tokens per second.
Hands-on comparison of LLMs in OpenCode - local Ollama and llama.cpp models vs cloud. Coding tasks, migration map accuracy stats, and honest failure analysis.