reconfigure software ai stack

active/software_ai_stack/stable-diffusion-gen-server.container

@@ -0,0 +1,43 @@
+[Unit]
+Description=A Stable Diffusion CPP Server for Generating Images
+
+[Container]
+# Shared AI internal pod
+Pod=ai-internal.pod
+
+# Vulkan image for AMD GPU
+Image=localhost/stable-diffusion-cpp:latest
+
+# Shared models directory
+Volume=/home/ai/models:/models:z
+
+# GPU Device
+AddDevice=/dev/kfd
+AddDevice=/dev/dri
+
+# Override entrypoint to use server
+Entrypoint=/sd-server
+
+# Server args
+Exec=-l 0.0.0.0 \
+    --listen-port 1234 \
+    --diffusion-model /models/image/z-turbo/z_image_turbo-Q8_0.gguf \
+    --vae /models/image/z-turbo/ae.safetensors  \
+    --llm /models/image/z-turbo/Qwen3-4B-Instruct-2507-Q8_0.gguf \
+    -v \
+    --cfg-scale 1.0 \
+    --vae-conv-direct \
+    --diffusion-conv-direct \
+    --fa \
+    --mmap \
+    --seed -1 \
+    --steps 8
+
+[Service]
+Restart=always
+# Extend Timeout to allow time to pull the image
+TimeoutStartSec=900
+
+[Install]
+# Start by default on boot
+WantedBy=multi-user.target default.target