chore: initial project setup with agent guide

start_qwen_122b_optimized.bat

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+@echo off
+chcp 65001 >nul
+echo =========================================================
+echo  Qwen3.5 122B-A10B API Server (Final Optimized)
+echo  [CORE] --cpu-moe + -ngl 999: WDDM swap 완전 회피
+echo  [TUNED] -t 4: CPU 캐시 경합 최소화 (10.83 t/s)
+echo  [TUNED] mmap on: 메모리 매핑 활성 (no-mmap보다 빠름)
+echo  [VRAM] 5.4GB / 12GB (54%% 여유)
+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 4 ^
+  --mlock ^
+  --prio 2 ^
+  --port 8000 ^
+  --host 0.0.0.0
+
+pause