How To Speak Articulately (Full Course)

Self-proclaimed “liberal cuck” tries to shame me at the airport. I gave this man 10+ opportunities to explain why he said that, but he couldn’t come up with one answer. Exposing fraud is not a partisan issue. It affects every taxpaying citizen. EXPOSE IT ALL.

When I talked to Gates in person, he said “experts tell me a long range electric semi truck is impossible”. However, when I asked what his assumptions were about battery energy density and vehicle energy consumption per mile, which are the two numbers needed to determine range, he did not know either number! I also offered to let him take one of our semi trucks for independent testing, but he declined. Not sure what more I could have done. 🤷‍♂️

Some data we recently assembled on entrepreneurship/compute in Europe: eudata.vercel.app. We hope that one of the useful roles that Stripe can play is in collecting and publishing empirical data pertaining to entrepreneurship and industry in Europe. There's growing appetite to get Europe on a better footing, and cross-sectional comparisons can often shine light on where opportunities lie. If you're interested in this kind of thing, we publish more at stripeeconomics.substack.com.

RT @levelsio: Jesus christ

📌 #Japan 🇯🇵 A video filmed on a Kyoto street has gone viral after it captures a White tourist refusing to follow police directions and use the crosswalk. Japan is recognized for its discipline and respect for rules, both from locals and authorities. In cities such as Kyoto, where the number of tourists has increased significantly in recent years, police and local government frequently run campaigns urging visitors to follow traffic rules and rules of conduct in public spaces. The video rekindled the debate on the behavior of some tourists in very crowded destinations.

Strategy is proposing daily dividends on $STRF, $STRC, $STRK, and $STRD, accruing every calendar day, including weekends and holidays, and paid the next business day, with economics unchanged. The proposed changes aim to support price stability, liquidity, and demand.

所有公司都应该从头到尾重构一下网络安全策略！ Bitget 刚被盗走约 3.5 亿美元。私钥没漏，冷钱包也没动，但是黑客打进了钱包服务的关键后台，伪造转账数据，让系统自己把钱转了出去😨 这种漏洞，按照常规一年做几次渗透测试已经很难提前摸到。防守方得改成天天红队测试，让 AI 每天审代码、盯情报，再让它扮演攻击者，拿你的内部系统当活靶子。 我现在是这样分工的：托管模型干明面上的活，本地越狱模型干托管模型不肯干、也不敢外发的活。 一、托管模型在网络安全领域怎么用？ GPT：用 GPT-6 + Codex Security 扫仓库、判断可利用性、出补丁草稿。要做漏洞分诊、逆向、恶意样本分析，先去 chatgpt.com/cyber 过 Trusted Access for Cyber 的身份核验。不过的话，就只能来做做防守。 Claude：日常代码审计和补丁 review 用 Opus 5.5 + Claude Code 的 /security-review。Mythos 权限太高，普通企业根本拿不到。 Grok：Grok 4.7 + X 搜索做公开威胁情报。像 Bitget 这次，几分钟就能把官方口径、链上侦探、金额分歧拉成一条时间线。 DeepSeek：V4.1-Flash 的权重是开源的，但完整版不是 10 万的机器能跑的。 这四家有两个共同点。一是碰到伪造一笔内部转账、绕过签名校验的 PoC这类请求，会拒答或降级。二是内部后台代码、生产日志都得发出去。综合用来下： 防守能力和意愿：GPT > Grok > DeepSeek > Claude 渗透测试能力和意愿：DeepSeek > Grok > GPT > Claude 二、本地越狱模型：10 万预算就能跑起来 单卡还是 Qwen3.8-27B 消融版，大内存则用 GLM-5.3-Flash。 24GB 单卡 / 32GB 级别 Mac 质量最好的是 orcarouter 的 Qwen3.8-27B-Uncensored： GGUF：huggingface.co/orcarouter/Qw… FP8：huggingface.co/orcarouter/Qw… MLX：huggingface.co/orcarouter/Qw… 参数可追溯：huggingface.co/JonathanColet… 一条命令先跑起来：huggingface.co/huihui-ai/Hui… 近一个月下载 220 万+，只消融第 18–51 层，可用于粗粒度概念验证。 Mac：huggingface.co/audreyt/Qwen3… 这个模型 9 月 19 日刚发，把 huihui 的消融接到了 Splash 4-bit 上，约 17.4GB，带视觉能力。32GB 就能跑，不过长上下文还是需要更大内存。 跑批量：日志、告警、情报 huggingface.co/huihui-ai/Hui… 只激活约 3B，适合告警分桶、工单预筛、蜜罐流量粗分类。 huggingface.co/fdtn-ai/Found… Cisco 的威胁情报小模型。 安全数据微调版本 huggingface.co/oyildirim/Cyb… 消融版：huggingface.co/huihui-ai/Hui… 用的是作者自己的小规模数据集微调，可以试试，但是别当主力。 如果是128–256GB 统一内存或显存 GLM-5.3-Flash（约 320B / 18B 激活，MIT，1M 上下文） 官方：huggingface.co/zai-org/GLM-5… 无审查 GGUF：huggingface.co/orcarouter/GL… 无审查 MLX：huggingface.co/orcarouter/GL… 如果有条件，还是上全尺寸的 GLM-5.3，只比最顶级模型大约落后四个月，属于大机构首选的网络安全大模型。 最后一件事：权重本身也可能被投毒，第三方 GGUF 出过事。尽量从 orcarouter、huihui、unsloth 这类发布方下载，下完必须核对 SHA256。

holy shit i asked claude to make a video on western civiization

Want to see something totally retarded? Simon Fraser University put out half a dozen videos teaching how to pronounce names of places on campus. Check out the actors. Link to more videos: sfu.ca/content/sfu/main/abou…

CEX 的安全事件再次发生，这里有必要再转发一下我之前写的这个文章，大家可以提前做好准备。平时 CEX 不要放太多钱。或者只是投机仓位。 Onekey 硬件钱包加上 Hidden Wallet 是我目前发现个人安全性最高的解决方案了。

They really just site random fake polls and then make sweeping decisions and claim you asked for it..

No soft forks, no bridges, no operators, just Bitcoin. We’ve put a lot of work into thinking carefully about the security of Shielded Bitcoin and about what information the protocol reveals. And this is just the beginning!

I asked 100 Harvard students about Bitcoin.... this is NOT what I expected.

NEW: Researchers unveil “Shielded Bitcoin,” a design for private Bitcoin transfers directly on L1. No soft fork. No bridge. No separate consensus chain. Yeah, this could be a very big deal.

zcash to 0

If History Repeats, MSTR Has 3 Days to Do THIS… 🎯 $MSTR

You can now use the probability data from prediction markets for your AI Agents on Public. And much more ...

Delete your entire network

Liquid gold by @staromlynski More on →inspora.design