Project Glasswing：当模型太擅长发现漏洞时会发生什么
Anthropic构建了一个能发现数千个零日漏洞的模型，然后决定不公开发布。Project Glasswing将Claude Mythos限制为12家合作伙伴用于防御性安全。这对智能体安全格局意味着什么。
AI & Technology写作
关于设计、开发、AI基础设施和产品构建的思考。
当你的Agent发现了一个安全漏洞
一位Anthropic研究员使用Claude Code和一个10行bash脚本，发现了一个存在23年的Linux内核漏洞。随后又发现了22个Firefox CVE。这对Agent辅助安全意味着什么——以及为什么同一个写出慢代码的模型，却能找到人类遗漏了数十年的bug。
AI & TechnologyClaude Code 源码泄露揭示了什么
一位实践者对 Claude Code 源码泄露的深度分析。11项发现，揭示自动模式、Bash安全机制、提示缓存和多智能体协调在底层究竟如何运作。
AI & TechnologyEvery Hook Is a Scar
84 hooks, 15 event types. Each one traces back to a specific failure. Institutional memory in shell scripts.
AI & TechnologySeventeen Thousand Signals
My vault has 17,900 signals from arXiv, Semantic Scholar, HN, NVD, and 9 other sources. Most are noise. The noise taught me what signal looks like.
AI & TechnologyThe Fork Bomb Saved Us
The LiteLLM attacker made one implementation mistake. That mistake was the only reason 47,000 installs got caught in 46 minutes.
AI & TechnologyQuality Is the Only Variable
Time, cost, resources, and effort are not constraints. The question is what's right, not what's efficient. A philosophy for building with AI agents.
AI & TechnologyWhat I Run Before I Sleep
Every night: 15,000 pages checked, TTFB measured, cache verified, sitemaps crawled. The goodnight routine is where operational discipline lives.
AI & TechnologyThe Agent Didn't Get Smarter
The model is the same between session 1 and session 500. The project changed. This reframes the entire AI productivity conversation.
AI & TechnologyTaste Is Infrastructure
As agents generate more of what ships, the quality ceiling is set by how well you encode aesthetic judgment into systems. Taste scales when it becomes queryable.
AI & TechnologyThe Evidence Gate
I believe and it should are not evidence. Every completion report needs a file path, test output, or specific code. The discipline of proof in an age of plausible AI output.
AI & TechnologyThe Handoff Document
A diagnosis that survived three code review corrections, two priority reorderings, and guided the correct implementation four days later. The most underrated artifact in agent-assisted development.
AI & Technology外部出版物
技术写作： Introl
Local LLM Hardware Pricing Guide 2025
本地运行大型语言模型的全面硬件建议和成本分析。
H100 vs. H200 vs. B200: Choosing the Right NVIDIA GPUs for Your AI Workload
针对不同AI工作负载比较NVIDIA最新数据中心加速器的GPU选择指南。
TPU Architecture: Complete Guide to Google's 7 Generations
深入技术分析Google张量处理单元从TPUv1到TPUv5的演进。
GPU Memory Pooling in Multi-Tenant Kubernetes
容器化环境中GPU集群的资源共享策略。
Ray Clusters: Distributed AI Computing Infrastructure
使用Ray框架构建和管理分布式AI计算的指南。
DeepSeek V3 Open Source AI Cost Advantage
开源LLM经济学分析和DeepSeek的竞争定位。
NVIDIA Vera Rubin GPU 600kW Racks 2027
未来数据中心电力需求和NVIDIA下一代GPU路线图。
SMR Nuclear Power for AI Data Centers
为下一代AI基础设施供电的小型模块化反应堆解决方案。
DeepSeek MHC Architecture Breakthrough
DeepSeek多头压缩架构创新的技术分析。