live: heartbeat sync 2026-10-18T16:47:59-07:00 (Refs #11)
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## Hardware Platform
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**r9700s** (AMD Ryzen 9000 series with Radeon 780M integrated graphics).
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## Target Application
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**stilldeadcode/radiance**.
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## Model Format
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**GGUF format** (specifically GLM-5.3-Flash-GSQ-RCO-GGUF).
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## Subagent Constraint
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Implementation must use **no subagents**.
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## Integration Research
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Research must cover **code changes needed for model integration**, including evaluating **llamacpp, vllm, and ROCm-based implementations** for GLM-5.3-Flash support.
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