传统 Unix 权限分为 root 和非 root，Capabilities 将 root 权限拆分为 40 多个独立能力。每个进程有五个能力集，控制权限的获取和传递。文件能力替代 setuid，Ambient 能力解决 execve 后丢失问题。CAP_SYS_ADMIN 权限过大，正逐步拆分。

Capabilities built around insights, creativity, personalization, agentic commerce, and orchestration form the five core pillars of the future of marketing.

The call to action “to make 2026 the year of Java in the terminal” was quickly responded to by the launch of TamboUI. Inspired by Ratatui, the library used in Claude CLI, it promises support...

With MySQL 9.7.0 LTS, MySQL establishes its next long-term support release line, expands key capabilities in Community Edition, and introduces Dynamic Data Masking for Enterprise users. The April...

Google has announced the release of Gemma 4, a series of open-weight AI models, including variants with 2B, 4B, 26B, and 31B parameters, under the Apache 2.0 license. Key features include enhanced...

Anthropic has introduced Claude Mythos Preview, its most advanced AI model, improving significantly in reasoning, coding, and cybersecurity. Unlike previous releases, it will not be publicly...

Google Cloud has outlined its recent technical contributions to PostgreSQL, emphasizing improvements in logical replication, upgrade processes, and overall system stability. The update reflects...

本文讨论了容器安全机制中的两道防线：Capabilities 和 Seccomp-BPF。Capabilities 将 root 权限拆分，允许容器仅使用必要的特权，防止执行危险操作。Seccomp-BPF 通过过滤系统调用，阻止容器执行关键系统调用，从而增强安全性。Docker 默认配置结合这两种机制，确保容器进程的安全性，防止潜在的宿主机攻击。

The Cloud Native Computing Foundation (CNCF) has announced a major evolution of Istio, introducing new capabilities aimed at making service meshes “future-ready” for AI-driven workloads. By Craig Risi

The future of AI should belong to all of humanity, well beyond a handful of countries or companies. For that to happen, AI needs to be open, trusted, and built in ways that give people,...

Explore how financial services M&A is recovering for banks, fintech companies, and asset managers, shaping transactions and industry transformation.

The most experienced acquirers continue to outpace competitors, and their approach can guide companies with less extensive—or rusty—M&A capabilities.

Linux的能力机制将超级用户权限拆分为独立部分，提升安全性。使用setcap命令可以为程序设置特定能力，避免传统SUID/SGID的风险。监控能力设置非常重要，以防止潜在攻击。

We're now expanding OCI Database Management capabilities with a new set of enhanced monitoring features - designed to reduce operational burden on DBAs and developers, strengthen observability,...

本研究提出了一种新方法——行为约束策略梯度与负样本增强（BCPG-NSA），旨在优化大语言模型的推理能力。通过挖掘负样本中的反思和纠错信息，实验结果表明该方法在数学和编程推理基准测试中优于现有技术，提高了样本效率，并展现出良好的鲁棒性和可扩展性。

本研究提出了推理边界框架++（RBF++），旨在解决思维链推理（CoT）在实际应用中的两个主要问题：缺乏可量化指标和评估不可测能力的方法。实验结果表明，该框架在跨模态场景中有效，促进了对推理边界和优化策略的理解。

本研究探讨了大型语言模型（LLMs）在社交媒体数据中识别和注释人权侵犯的能力。通过比较不同LLMs在零样本和少样本条件下的表现，揭示了它们在处理复杂文本时的错误模式及其在多语言背景下的适用性和局限性。

本研究提出了自适应难度课程学习和专家指导自我改写两种策略，以提升大型语言模型在复杂问题上的推理能力。实验结果显示，这些策略显著改善了模型在数学推理基准上的表现。