fix(cyberprev-seat): serve coherent v2 quant from name-repaired source; wire gateway
The first cyberprev quant served pure gibberish despite passing every structural check. Root cause: the hotdogs/Qwen3.8-27B-abliterated-cyber-preview checkpoint ships broken -- 850 of 1199 tensors (the whole transformer body) carry a TRIPLED `language_model.` prefix, confirmed present in the upstream HF index (an unsloth export bug, not our download). transformers silently loaded the unmapped tensors as random-init, the pipeline quantized noise, and structural verification passed because it inspects the output config, never that input names mapped. A plain greedy coherence smoke caught it; nothing structural could. Fix: rewrite tensor names against a known-good reference of the same architecture (qwen38-27b-uncensored-bf16), verified the repaired name-set == reference name-set exactly (1199 tensors, 0 collisions), and re-quantized from the corrected source (cyberprev-bf16-fixed). v2 is coherence-verified (spec off AND live with dflash): Paris/Berlin/Rome, correct arithmetic precedence, primes, clean cyber-domain chat with a proper thinking split. dflash k=7 measured at 2.77 mean acceptance length. Seat serves cyberprev-27b / cyberprev-27b-thinking on :8025/GPU0 with dflash k=7, displacing the retired sentinel-r3. Gateway: removed the retired sentinel-r3 / sentinel-r3-reasoning aliases and added cyberprev-27b / cyberprev-reasoning -- NOT repointed, since serving cyberprev weights under sentinel's name is silent substitution. Verified end-to-end through the gateway; sentinel-r3 now 400s. Playbook gains a superseded-claims row: structural verification does not imply a good quant; a coherence smoke is the load-bearing gate, and third-party sources must have their tensor names diffed against a reference before quantizing. Broken v1 quant dir removed.
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@@ -969,6 +969,44 @@ model_list:
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model_info:
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mode: chat
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# cyberprev-27b -> hotdogs/Qwen3.8-27B-abliterated-cyber-preview (:8025, fv-ml1 GPU0).
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# In-house mixed NVFP4 quant, dflash k=7. Replaced the retired sentinel-r3 seat 2026-09-14.
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# Sampler mirrors sec/sec-reasoning so an A/B isolates weights, not sampling. The retired
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# sentinel-r3 aliases were DELETED, not repointed — cyberprev weights under sentinel's name
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# would be silent substitution.
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- model_name: cyberprev-27b
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litellm_params:
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model: hosted_vllm/cyberprev-27b
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api_base: http://10.251.50.54:8025/v1
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api_key: os.environ/VLLM_API_KEY
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temperature: 0.7
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top_p: 0.8
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presence_penalty: 0.0
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extra_body:
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top_k: 20
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min_p: 0.0
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repetition_penalty: 1.0
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chat_template_kwargs:
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enable_thinking: false
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model_info:
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mode: chat
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- model_name: cyberprev-reasoning
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litellm_params:
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model: hosted_vllm/cyberprev-27b-thinking
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api_base: http://10.251.50.54:8025/v1
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api_key: os.environ/VLLM_API_KEY
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temperature: 1.0
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top_p: 0.95
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presence_penalty: 0.0
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extra_body:
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top_k: 20
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min_p: 0.0
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repetition_penalty: 1.0
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chat_template_kwargs:
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enable_thinking: true
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model_info:
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mode: chat
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general_settings:
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master_key: os.environ/LITELLM_MASTER_KEY
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database_url: os.environ/DATABASE_URL
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