auto-patch README.md

README.md

@@ -33,12 +33,14 @@ more details, including on how to concatenate multi-part files.
 | [GGUF](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q3_K_XS.gguf) | i1-Q3_K_XS | 42.4 |  |
 | [GGUF](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-IQ3_XS.gguf) | i1-IQ3_XS | 42.5 |  |
 | [GGUF](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q3_K_S.gguf) | i1-Q3_K_S | 44.9 | IQ3_XS probably better |
+| [GGUF](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-IQ3_S.gguf) | i1-IQ3_S | 45.0 | fast, beats Q3_K* |
 | [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q3_K_M.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q3_K_M.gguf.split-ab) | i1-Q3_K_M | 50.0 | IQ3_S probably better |
 | [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q3_K_L.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q3_K_L.gguf.split-ab) | i1-Q3_K_L | 54.5 | IQ3_M probably better |
-| [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q4_K_S.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q4_K_S.gguf.split-ab) | i1-Q4_K_S | 59.0 | almost as good as Q4_K_M |
+| [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q4_K_S.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q4_K_S.gguf.split-ab) | i1-Q4_K_S | 59.0 | optimal size/speed/quality |
 | [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q4_K_M.gguf.split-aa) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q4_K_M.gguf.split-ab) | i1-Q4_K_M | 62.3 | fast, medium quality |
 | [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q5_K_S.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q5_K_S.gguf.part2of2) | i1-Q5_K_S | 71.4 |  |
-| [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q5_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q5_K_M.gguf.part2of2) | i1-Q5_K_M | 73.3 | best weighted quant |
+| [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q5_K_M.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q5_K_M.gguf.part2of2) | i1-Q5_K_M | 73.3 |  |
+| [PART 1](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q6_K.gguf.part1of2) [PART 2](https://huggingface.co/mradermacher/Aurora-Nights-103B-v1.0-i1-GGUF/resolve/main/Aurora-Nights-103B-v1.0.i1-Q6_K.gguf.part2of2) | i1-Q6_K | 85.1 | practically like static Q6_K |
 
 
 Here is a handy graph by ikawrakow comparing some lower-quality quant