## Hardware Platform

**r9700s** (AMD Ryzen 9000 series with Radeon 780M integrated graphics).

## Target Application

**stilldeadcode/radiance**.

## Model Format

**GGUF format** (specifically GLM-5.3-Flash-GSQ-RCO-GGUF).

## Subagent Constraint

Implementation must use **no subagents**.

## Integration Research

Research must cover **code changes needed for model integration**, including evaluating **llamacpp, vllm, and ROCm-based implementations** for GLM-5.3-Flash support.