# 10 — GLM-5.2 and Ornith follow-up support audit

Status: pending

## What to build

Audit GLM-5.2 and Ornith after the smaller protocol smoke path and DeepSeek-V4-Flash audit. The output is a follow-up compatibility matrix focused on architecture/runtime blockers: DSA/MLA, hybrid attention, cache accounting, and GGUF/llama.cpp support.

## Acceptance criteria

- [ ] Verify GLM-5.2 PyTorch/Transformers serving requirements and cache semantics from primary model documentation.
- [ ] Verify llama.cpp/GGUF support status for `glm_moe_dsa` or equivalent architecture support.
- [ ] Verify Ornith/Qwen3.5-MoE and hybrid attention support status in the candidate runtimes.
- [ ] Estimate artifact size and 128K cache memory by Shard range for each model.
- [ ] Identify smallest quality-preserving quantization worth testing.
- [ ] Convert each runtime blocker into a follow-up issue or upstream collaboration note.

## Blocked by

- 09 — DeepSeek-V4-Flash support audit.
