
Security News
PHP Foundation Says Chainguard Broke Security Embargo Ahead of Emergency Patches
The PHP Foundation says Chainguard broke a security embargo ahead of critical RCE patches, as leaks disrupted the coordinated release.
一个 DeepSeek Harness (DSH) 技能:让 agent 在沟通中实时构建用户画像(熟练度 / 偏好 / 领域差异 / 当前状态),并按画像动态匹配回答的深度、术语密度与步骤粒度。
设计原则:
skills/dsh-buddy/
├── SKILL.md # 主文件:决策表 + 红线(模型常驻上下文)
├── references/patterns.md # 升降档手法 / 类比构造 / 装唐完整规程(按需加载)
└── evals/trigger-queries.json # 触发评测集(train/validation 60/40 防过拟合)
用户可控:随时问「你现在把我当什么水平?」即可导出画像快照;纠正即时生效;画像是会话内的,不落盘、不持久化。
node --test # 技能完整性 + 评测集结构校验(零依赖)
修改 SKILL.md 的 description 后按 agentskills.io 方法跑触发评测:train 集指导修改、validation 集只做泛化验证。
独立使用:
dsh plugin --profile <名> add github:oneinitAI/dsh-buddy
或随 ThunderForge 全家桶(已内置本技能)。
MIT
FAQs
dsh-buddy — 用户画像自适应表达技能:实时构建用户熟练度/偏好/领域画像,动态匹配回答深度与术语密度
We found that dsh-buddy demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.

Security News
The PHP Foundation says Chainguard broke a security embargo ahead of critical RCE patches, as leaks disrupted the coordinated release.

Security News
PHP releases emergency patches for two critical RCE vulnerabilities as agencies urge organizations to take unpatched sites offline.

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A supply chain attack compromised LiteLLM 1.107.0 on PyPI and Docker, spreading malware that steals cloud credentials, developer secrets, and AI provider keys.