Third sec-seat candidate: hotdogs/Qwen3.8-27B-abliterated-cyber-preview, an
abliteration (refusal-direction weight edit) of Qwen3.8-27B aimed at the
cyber-offense refusal surface -- distinct from mog-sec (persona on stock
weights) and sentinel-r3 (SFT finetune). Operator instruction: quant it, take
sentinel down, serve it with mtp or dflash.
Quantized to the house mixed recipe via services/gen-seat-mixed-quant/ (NVFP4
W4A4 on MLP layers 0-55 + FP8 W8A8 on attn/linear_attn/lm_head/MLP 56-63, FP8
KV). The prior attempt (2026-09-11/14) died with "Cannot determine
num_attention_heads" because it ran from a bare .venv whose newer
compressed-tensors reads that field at top level; quant_mixed_nvfp4.py already
promotes text_config attention fields for exactly this reason, and the run
through the canonical vLLM-image + llmcompressor 0.13.0 / compressed-tensors
0.18.0 path (versions recorded from the container) completed clean.
post_quant.py did its job: grafted the 15 MTP tensors verbatim (BF16), and
re-injected re:^mtp.* into the ignore list after llm-compressor pruned it for
matching no module at quant time -- without which vLLM loads the grafted head
uninitialised and speculative decoding runs at 0% acceptance. It also caught a
missing preprocessor_config.json (absent from the abliterated source AND its
hotdogs upstream); restored from Qwen/Qwen3.8-27B, verified byte-identical to
the working sentinel-r3 build, so the vision tower preprocesses.
Verified from the tensors, not the config: NVFP4 covers MLP 0-55, FP8 covers
56-63, no overlap, 168 weight_packed tensors (56x3), 15 BF16 MTP, 333 BF16
vision. 51.0 GiB bf16 -> 21.0 GiB.
Served under its own name (cyberprev-27b / -thinking), NOT sentinel-r3 --
serving different weights under a retired name is silent substitution. Takes
over :8025 and GPU 0 (co-resident with mog-sec). dflash k=7 is the default,
carried from the sentinel measurement, but is re-measured against MTP on this
ABLITERATED body before cutover, since abliteration is exactly what can desync
an MTP head. Drafter (qwen38-27b-dflash2-drafter) shared with mog-sec.
Context capped at 163840 not native 262K, inherited from mog-sec's hard-won
depth lesson; raise only after a non-repeating deep-prefill probe on this
checkpoint.
vh
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