live: heartbeat sync 2026-10-18T16:47:59-07:00 (Refs #11)

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## 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.