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3 changes: 3 additions & 0 deletions README.md
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Expand Up @@ -43,6 +43,7 @@ New to local AI? Start here.
Interactive tools for planning and optimizing your local AI setup.

- [Local AI Planning Tool](https://insiderllm.com/tools/vram-calculator/) - Interactive VRAM calculator with hardware, model, and task entry points
- [GGUF VRAM Calculator](https://learnaitodayonline.com/vram-calculator/) - Which quant fits your card, from measured GGUF file sizes and per-layer KV cache for hybrid-attention models

## Hardware Guides

Expand All @@ -62,6 +63,8 @@ Figuring out what hardware you need (or what to do with what you have).
- [Mixtral VRAM Requirements](https://insiderllm.com/guides/mixtral-vram-requirements/) - Every quantization level for 8x7B and 8x22B
- [KV Cache and VRAM](https://insiderllm.com/guides/kv-cache-optimization-guide/) - Why context length eats your VRAM and how to fix it
- [num_ctx VRAM Overflow](https://insiderllm.com/guides/num-ctx-vram-overflow-slow-inference/) - The silent performance killer nobody warns about
- [Which Quant to Download](https://learnaitodayonline.com/which-quant-to-download/) - Matching GGUF quantisation to the VRAM you actually have
- [KV Cache Quantization](https://learnaitodayonline.com/kv-cache-quantization/) - Trading cache precision for context length
- [GPU Benchmarks for LLM Inference](https://github.com/XiongjieDai/GPU-Benchmarks-on-LLM-Inference) - Community benchmark database

### Buying Guides
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