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planning-tasks
作業開始前に、実行可能なPlanを必ず作る（非自明な作業で使用し、選択肢比較・検証・リスク・ロールバック・チェックポイント・完了条件・cleanupを含める）。
Skills IA Documentation
Découvrez les skills Documentation, comparez leurs dépôts et consultez leurs instructions.
Catégories: Documentation
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Explorer
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system-engineer
Design and implement production-grade infrastructure, deployment pipelines, and cloud systems with focus on reliability, cost-efficiency, scalability, and operational excellence. Use this skill when working on...
GitHub
backend-engineering
Design and implement robust, production-grade backend systems with strong architecture, correctness, performance, and operational rigor. Use this skill when the user asks to build APIs, services, data pipelines...
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install
Development tool installation dispatcher for bazzite-ai. Installs Claude Code, pixi, chunkhound, bcvk, linters, flatpaks, and more. Use when users need to install standalone developer tools (not services with l...
GitHub
finetuning
Model fine-tuning with PyTorch and HuggingFace Trainer. Covers dataset preparation, tokenization, training loops, TrainingArguments, SFTTrainer for instruction tuning, evaluation, and checkpoint management. Inc...
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grpo
Group Relative Policy Optimization for reinforcement learning from human feedback. Covers GRPOTrainer, reward function design, policy optimization, and KL divergence constraints for stable RLHF training. Includ...
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config
Unified system configuration dispatcher for bazzite-ai. Manages services (Docker, Cockpit, SSH), desktop settings (gamemode, Steam), security (passwordless sudo), and development environment (GPU containers). U...
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quantization
Model quantization for efficient inference and training. Covers precision types (FP32, FP16, BF16, INT8, INT4), BitsAndBytes configuration, memory estimation, and performance tradeoffs.
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inference
Fast inference with Unsloth and vLLM backend. Covers model loading, fast_generate(), thinking model output parsing, and memory management for efficient inference.
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test
Runtime verification tests for bazzite-ai installation. Tests GPU detection, CUDA, PyTorch, service health, network connectivity, and pod lifecycles. Use when users need to verify their bazzite-ai installation...
GitHub
sft
Supervised Fine-Tuning with SFTTrainer and Unsloth. Covers dataset preparation, chat template formatting, training configuration, and Unsloth optimizations for 2x faster instruction tuning. Includes thinking mo...
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virtualization
GPU passthrough and virtualization for Bazzite. KVM/VFIO setup, Looking Glass (kvmfr), USB hotplug for VMs, and libvirt configuration. Use when users need GPU passthrough or advanced virtualization features.
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security
Security configuration for Bazzite. LUKS disk encryption with TPM auto-unlock, secure boot key management, and sudo password feedback. Use when users need to configure security features.
GitHub
fiftyone
FiftyOne dataset visualization and curation tool via Podman Quadlet. Multi-container architecture with MongoDB sidecar for dataset persistence. GPU-accelerated for ML workflows. Use when users need to configure...
GitHub
storage
Storage management for Bazzite. Automounting drives (BTRFS/EXT4, Framework, SteamOS), BTRFS deduplication, rmlint disk trimming, and snapper snapshots. Use when users need to configure disk and partition manage...
GitHub
openwebui
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.
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distrobox
Distrobox container management for Bazzite. Create containers from manifests, custom containers, app-specific containers (brew), and DaVinci Resolve installation. Use when users need to work with distrobox cont...
GitHub
apps
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 specialized appl...
GitHub
api
Direct REST API operations for Ollama using the requests library. Covers all /api/* endpoints for model management, text generation, chat completion, embeddings, and streaming responses.
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gpu
GPU monitoring and performance metrics for Ollama inference. Check GPU status, VRAM usage, loaded models, and inference performance metrics like tokens per second.
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dpo
Direct Preference Optimization for learning from preference pairs. Covers DPOTrainer, preference dataset preparation, implicit reward modeling, and beta tuning for stable preference learning without explicit re...
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system
System maintenance for Bazzite OS. Updates via topgrade, cleanup of podman/flatpaks, viewing logs and changelogs, diagnostics, and power measurements. Use when users need to update, clean, or diagnose their Baz...
GitHub
jellyfin
Jellyfin media server management via Podman Quadlet. Supports multi-instance deployment, hardware transcoding (NVIDIA/AMD/Intel), and FUSE filesystem mounts. Use when users need to set up or manage Jellyfin med...
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transformers
Transformer architecture fundamentals. Covers self-attention mechanism, multi-head attention, feed-forward networks, layer normalization, and residual connections. Essential concepts for understanding LLMs.
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.