chore: initial project setup with agent guide

start_qwen_122b_api.bat

@@ -0,0 +1,10 @@
+@echo off
+echo =========================================================
+echo  Qwen3.5 122B-A10B API Server (MoE Optimized)
+echo  [INFO] --cpu-moe: Expert weights forced to CPU RAM
+echo  [INFO] -ngl 999: All attention layers on GPU
+echo  [INFO] -np 1: Single slot, -c 2048 minimal context
+echo =========================================================
+echo.
+llama_bin_run\llama-server.exe --model models\Q4_K_M\Qwen3.5-122B-A10B-Q4_K_M-00001-of-00003.gguf -ngl 999 --cpu-moe -c 2048 -np 1 -fa on --cache-type-k q4_0 --cache-type-v q4_0 -ub 256 -b 1024 -t 8 --mlock --prio 2 --port 8000 --host 0.0.0.0
+pause