UNST33R

#open-models

5 posts

#security-event (8)#abliteration (7)#red-teaming (6)#vulnerability-analysis (6)#open-models (5)#tutorial (5)#model-selection (5)#agent-security (5)#tools (4)#supply-chain (3)#php (2)#ransomware (1)#llm-infra (1)#ai-agents (1)#ai-red-teaming (1)#disclosure-policy (1)#triage (1)#attack-surface (1)#data-report (1)#threat-intel (1)#inference (1)#llama.cpp (1)#policy (1)#open-weights (1)#rce (1)#announcement (1)#deepseek (1)#benchmarks (1)#tiers (1)#model-safety (1)#primer (1)

Abliteration goes one-click: OBLITERATUS and what industrialized refusal removal changes

A 9k-star toolkit turns refusal-direction research into a one-command pipeline with hosted Spaces and crowdsourced telemetry. The technique genealogy, the method menu, and the supply-chain consequences.

Supply signals: why providers are asking for non-abliterated models, and how to choose between abliterated, uncensored, and base

A hosted provider polled users for non-abliterated models; Moonshot ships capability-reduced weights; HF listings vanish. Three supply-side signals, one decision framework for reduced-refusal model selection.

The abliterated takedown wave: what disappeared from Hugging Face, why, and what users are doing about it

MiMo-UNCENSORED, penclaw-GLM-abliterated, huihui Kimi abliterated GGUFs and more vanished from Hugging Face in October 2026. A fact-checked breakdown of the removals, the backup movement, and the supply-side outlook.

· updated October 27, 2026

Best uncensored AI models for authorized security testing (2026)

A selection guide to uncensored and abliterated LLM tiers for red-team harnesses: Vals AI security benchmarks, per-token pricing, tool calling, a runnable probe loop, and FAQ.

The abliterated model ecosystem, by the numbers (October 2026)

A snapshot of the abliterated ecosystem on Hugging Face: 100 checkpoints, 8.7M downloads, and why Qwen dominates the base-model split. Data pulled October 22, 2026.