Collect references from Alibaba through OpenRouter with an explicit empty system message and no provider fallback. Validate token byte alignment and reject lossy Unicode metadata for API agreement while retaining continuation likelihood scoring.
Track 100 short and 12 long reference cases, Q2/Q4 default and quality controls, continued-prefill results, and independent long-context answers. Include collector and scorer regressions and document the hosted-checkpoint and precision limitations.
Implement GLM 5.3 Q2 and Q4 inference across Metal and CUDA, including tensor parallelism, RDMA, batching, MTP, snapshots, SSD streaming, and GLM 5.2 shared-path improvements.
Add quantization and validation tools, official quality fixtures, model downloads, regression coverage, release QA, and user documentation.
Keep the preview oracle intact, add the 100-case official 0813 fixture, and record the source, conversion, safety, quality, hash, and publication results.
Salvatore Sanfilippo