Format standardization: ladder/cross-link blocks

Add config.json so Hub download stats are counted

Copy edit: state facts plainly, drop self-referential honesty language

Fix tilde strikethrough rendering (~ -> ≈)

Two-model repro: --model flag, qwen3 8/32/128K support

Rebuild with qwen3 qk-norm adapter fix + mixed-step routing fix (batch>=2 needle-drop, 2026-07-03 root cause)

Pin torch==2.11.0 (validated stack); --local branch GPU-tested

README: reflect source integrations layer

integrations/ as source for torch.compile parity (kernel binary + calibration exclusion unchanged); script drops profiler override

Final repro script: median-of-3 timing, receipt pool accounting, retries

Ship vllm_model_adapters as source (torch-dynamo must trace patched forwards); rest stays binary

Rebuild wheel with annotation_typing=False (Cython enum-default fix); sync repro script (--contexts flag, 32-token timing)

Option-B repro kit: prebuilt SM80 binary wheel (no CUDA/calibration source, audited), build receipt, repro script, license

initial commit