feat: add doc for expert quantization, glm45 air example configs, and update readme for release (#3452) [skip ci]

* chore: rename without period

* feat: add glm45 air

* feat: add doc on expert quantization

* feat: update base readme with new changes

* chore: cleanup

* chore: cleanup

* chore: cleanup

* fix: disable quantize_moe_expert on merge per comment

* chore: add kernel info to optimizations doc

_quarto.yml

@@ -331,6 +331,7 @@ website:
             - docs/sequence_parallelism.qmd
             - docs/gradient_checkpointing.qmd
             - docs/nd_parallelism.qmd
+            - docs/expert_quantization.qmd
 
         - section: "Troubleshooting"
           contents: