docs(cyberprev-seat): correct model lineage — it is a cyber SFT finetune, not an abliteration
Earlier commits and the compose header called cyberprev "an abliteration of Qwen3.8-27B (refusal-direction weight edit, no finetune)". That was wrong. Per the hotdogs model card (base_model_relation: finetune), cyberprev is an offensive-security agentic tool-calling LoRA, merged at scale 1.0, trained on hotdogs/cyber-sft-agent-qwen38 (8,400 rows across 22 pentest tools: nmap, sqlmap, metasploit, hydra, crackmapexec, ...). The abliteration is INHERITED from its base (hotdogs/Qwen3.8-27B-abliterated); the new capability in this repo is the cyber SFT itself. So the sec-seat lineage is: mog-sec = persona on stock weights; sentinel-r3 = pentest-trajectory SFT on stock weights; cyberprev = cyber tool-calling SFT on an abliterated base. All three are SFT-or-prompt variants; the earlier framing of cyberprev as "not a finetune" was backwards. Corrects the compose header lineage block, the homepage dashboard description, and the gateway alias comment. No functional change; the running seat and its weights are unchanged (label refreshes on next container recreate).
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@@ -970,7 +970,8 @@ model_list:
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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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# Cyber offensive-security tool-calling SFT (LoRA finetune on an abliterated base), in-house
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# 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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