Andreas Trawoeger
Community@atrawog · Vienna,Austria
Agent Skills by Andreas Trawoeger
Showing 42 vetted skills indexed across 1 GitHub repositories.
gpu
Monitor GPU status, VRAM, and loaded models for Ollama inference.
chat
Access Ollama REST API endpoints from Python for model management.
langchain
Automate LLM application development with prompts, models, and orchestration abstractions.
qlora
Fine-tune large language models with QLoRA adapters and configurable quantization.
vision
Fine-tune vision-language models with Unsloth's FastVisionModel and LoRA.
finetuning
Fine-tune domain-specific LLMs with PyTorch and HuggingFace Trainer.
dpo
Optimize policy directly from chosen/rejected preference pairs using DPOTrainer and DPOConfig.
rag
Retrieve knowledge base context to ground LLM answers with RAG.
peft
Fine-tune large language models with LoRA, QLoRA, Unsloth adapters in PyTorch workflows.
quantization
Quantize neural network models to FP32, FP16, BF16, INT8, or INT4 precisions.
transformers
Explain Transformer architecture fundamentals including self-attention and building blocks.
grpo
Train models with group-relative policy gradient reinforcement learning.
reward
Train reward models with TRL RewardTrainer and LoRA for RLHF pipelines.
inference
Run batch and interactive LLM inference with a vLLM backend.
evaluation
Evaluate LLM outputs with Evidently.ai descriptors for classification and generative tasks.
sft
Provides SFT training patterns and Unsloth optimizations for LLM instruction-tuning workflows.
huggingface
Import GGUF models from HuggingFace into Ollama for local inference.
ollama
Manage and interact with local Ollama models via a Pythonic API.
rloo
Reduce gradient variance in reinforcement learning policy optimization with leave-one-out baselines.
openai
Migrate OpenAI-based apps to a local Ollama instance via the OpenAI Python client.
openwebui
Configure, start, and monitor Open WebUI for Ollama models.
install
Automate installation of standalone development tools via a single dispatcher.
k3d
Manage local k3d Kubernetes clusters inside Podman containers.
record
Record terminal sessions as asciinema cast files with metadata.