What LLM jailbreak means, how it differs from uncensored models and prompt injection, how it works, how it is defended, and the legal risks. No working prompts.
A short history of LLM jailbreaks: prompt injection, role-play, automated search, long-context and multi-turn attacks, then classifiers. Concepts only.
越狱防御有哪些层？讲清对齐训练、电路断路器、输入输出分类器、流式审核与权限隔离的原理、代价与失效方式，附分层防御的概率算例，不含任何绕过方法。
大模型越狱、破甲、破解到底指什么？讲清它们与无审查模型、提示词注入的区别、原理、防御与法律风险，不提供任何可用的越狱提示词。
大模型越狱简史：按时间线梳理提示注入、角色扮演、自动搜索攻击、长上下文与多轮攻击，到分类器与分层防御的演变，只讲原理与教训，不含任何可用攻击文本。
Jailbreak defenses explained: alignment training, circuit breakers, classifiers, streaming moderation and permission isolation, with their costs and odds math.
burner22/numbat 自称 Anthropic Mythos 级 14T 检查点。我们核对了仓库、数字与社区审计，多项证据指向伪造，附完整核查表。
A Hugging Face repo claims a leaked Anthropic Mythos checkpoint, 14T parameters and 7.72 TB. We checked the repo, the maths and audits: evidence says fake.
GSQ-RCO DeepSeek V4.1 Flash 1017 uncensored fact-check: six claims against the model card and metrics data, plus a comparison with the OBLITERATUS build.
GSQ-RCO DeepSeek V4.1 Flash 魔改版核查：对照模型卡与指标数据，拒答清零、KL 0.02、12GB 显存哪些成立，并与 OBLITERATUS 对比。
