GitHub
clean
Development: Cleanup and maintenance for the development environment. Removes build artifacts, caches, containers, and recovers disk space. Run from repository root with 'just clean'. Use when developers need t...
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Documentation AI Skills
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runners
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/CD runner...
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GitHub
rloo
Reinforcement Learning with Leave-One-Out estimation for policy optimization. Covers RLOOTrainer, reward function integration, baseline estimation, and variance reduction techniques for stable RL training. Incl...
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GitHub
rag
Retrieval-Augmented Generation (RAG) for grounding LLM responses with external knowledge. Covers document chunking, embeddings, vector stores (pandas, ChromaDB), similarity search, and conversational RAG pipeli...
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GitHub
desktop
Desktop customization for Bazzite. GTK theme restoration, terminal transparency, and MOTD settings. Use when users need to customize their desktop appearance.
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GitHub
huggingface
Import GGUF models from HuggingFace into Ollama. Pull models directly using the hf.co/ prefix, track download progress, and use imported models for inference.
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GitHub
localai
LocalAI local inference API management via Podman Quadlet. Provides an OpenAI-compatible API for local model inference with GPU acceleration. Use when users need to configure, start, or manage the LocalAI servi...
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GitHub
python
Official ollama Python library for LLM inference. Provides a clean, Pythonic interface for text generation, chat completion, embeddings, model management, and streaming responses.
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GitHub
gpu
GPU driver configuration for Bazzite. NVIDIA proprietary drivers, Optimus laptops, NVK (open-source NVIDIA), GPU switching, Broadcom WiFi, and Mesa testing builds. Use when users need to configure graphics driv...
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GitHub
network
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.
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GitHub
pods
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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GitHub
vm
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 users nee...
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GitHub
openai
OpenAI compatibility layer for Ollama. Use the official OpenAI Python library to interact with Ollama, enabling easy migration from OpenAI and compatibility with LangChain, LlamaIndex, and other OpenAI-based to...
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GitHub
ollama
Ollama LLM inference server management via Podman Quadlet. Single-instance design with GPU acceleration for running local LLMs. Use when users need to configure Ollama, pull models, run inference, or manage the...
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GitHub
audio
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 audio on...
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GitHub
comfyui
ComfyUI node-based Stable Diffusion interface. GPU-accelerated image generation with custom node support and CivitAI model downloads. Use 'ujust comfyui' for configuration, lifecycle management, and model/node...
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GitHub
langchain
LangChain framework for LLM applications. Covers model wrappers (HuggingFace, Ollama), prompt templates, few-shot learning, output parsing, and chaining techniques for building sophisticated LLM workflows.
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GitHub
peft
Parameter-efficient fine-tuning with LoRA and Unsloth. Covers LoraConfig, target module selection, QLoRA for 4-bit training, adapter merging, and Unsloth optimizations for 2x faster training.
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GitHub
build
Development: Unified build system for OS images, pods, VMs, and ISOs. Run from repository root with 'just build '. Includes smart cache strategy that matches GitHub Actions for optimal build times.
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GitHub
boot
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.
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GitHub
evaluation
LLM evaluation and prompt optimization with Evidently.ai. Covers text descriptors, dataset metrics, LLM-as-a-Judge patterns, and automated prompt optimization for classification and generation tasks.
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GitHub
jupyter
JupyterLab ML/AI development environment management via Podman Quadlet. Supports multi-instance deployment, GPU acceleration (NVIDIA/AMD/Intel), token authentication, and per-instance configuration. Use when us...
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GitHub
test
Runtime verification tests for bazzite-ai installations. Validates GPU access, CUDA/PyTorch, service health, pod lifecycles, k3d clusters, and network connectivity. Run with 'ujust test' on installed systems. U...
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GitHub
reward
Reward model training for RLHF pipelines. Covers RewardTrainer, preference dataset preparation, sequence classification heads, and reward scaling for stable reinforcement learning. Includes thinking quality sco...
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