New to Local LLMs: Overwhelmed by Tool Choices, Model Naming, and Quantization
r/LocalLLaMA top day·13 hours ago·Tutorial
A first-time local LLM user installed ollama on Windows with gemma4 and qwen3.6, but quickly hit a wall of confusion around GUI tool selection, model size tradeoffs, and cryptic quantization naming like Q4_K_M and IQ4_XS.
Despite owning high-end hardware (RTX 5090, 64GB DDR5, 9950X3D), the user lacks the foundational knowledge to make informed choices.
The post highlights ongoing onboarding gaps in the local LLM ecosystem, where fragmented tooling and jargon-heavy documentation create steep barriers for newcomers.
