atrawog
Publisher on askill
Model quantization for efficient inference and training. Covers precision types (FP32, FP16, BF16, INT8, INT4), BitsAndBytes configuration, memory estimation, and performance tradeoffs.
Direct Preference Optimization for learning from preference pairs. Covers DPOTrainer, preference dataset preparation, implicit reward modeling, and beta tuning for stable preference learning without e...
Self-hosted GitHub Actions runner management via Podman Quadlet. Supports multi-instance pools with ephemeral storage, automatic token generation, and rolling updates. Use when users need to set up CI...
Development: Git LFS file management for large binary files in the repository. Handles checkout, status, fetch, and verification of LFS-tracked files. Run from repository root with 'just lfs'. Use whe...
Third-party application installation for Bazzite. CoolerControl, DisplayLink, JetBrains Toolbox, OpenRazer, tablet drivers, scrcpy, and more. Use when users need to install hardware-specific or specia...
JupyterLab ML/AI development environment management via Podman Quadlet. Supports multi-instance deployment, GPU acceleration (NVIDIA/AMD/Intel), token authentication, and per-instance configuration. U...
QCOW2 virtual machine management using libvirt. Creates VMs from pre-built images downloaded from R2 CDN with cloud-init customization. Supports SSH, VNC, and virtiofs home directory sharing. Use when...
Gaming ecosystem for Bazzite. Steam fixes, Proton troubleshooting, EmuDeck emulation, Decky Loader plugins, Sunshine game streaming, frame generation, and media apps. Use when users need help with gam...
Development: Overlay session management for bazzite-ai development. Enables live editing of justfiles via symlinks to /usr on immutable OS (OSTree) or traditional Linux systems. Run from repository ro...
Open WebUI AI chat interface management via Podman Quadlet. Provides a web UI for interacting with Ollama models. Use when users need to configure, start, or manage the Open WebUI service.
Terminal recording with asciinema for documentation. Creates .cast files that can be embedded in documentation or converted to GIF/video. Use when users need to create terminal recordings for tutorial...
k3d Kubernetes cluster management - lightweight k3s clusters running in Podman containers on the bazzite-ai network. Supports GPU passthrough, multi-instance, and service discovery with other bazzite-...
Boot configuration for Bazzite OS. BIOS/UEFI access, GRUB menu settings, secure boot key enrollment, and Windows dual-boot setup. Use when users need to configure boot options or access BIOS settings.
Audio configuration for Bazzite. Virtual audio channels for Game/Voice/Browser/Music, 7.1 surround for headphones, Bluetooth headset profiles, and PipeWire management. Use when users need to configure...
Network configuration for Bazzite. iwd WiFi backend, Wake-on-LAN, and Tailscale VPN. Use when users need to configure network services. For SSH, see bazzite-ai:config.
Aggregate management for all AI pod services. Provides status overview and bulk operations across all pod containers (ollama, jupyter, comfyui, openwebui, localai, fiftyone, jellyfin, runners).
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