AI Coding Agent 可能在代码审查前执行依赖。本文给出验证包名、来源、版本、哈希和安装脚本的 fail-closed 准入方案。
AI coding agents may execute dependencies before review. Build a fail-closed pre-install gate for package identity, source, version, hashes, and scrip
从 Singular Bank 的客户案例看金融 AI：速度只是第一层价值，批准数据源、结构化工作流、输出留痕与人类判断共同构成可验证闭环。
How Singular Bank reports saving bankers 60–90 minutes daily with ChatGPT and Codex, and why verifiable workflows matter in finance.
"五项实验显示，错误 AI 建议会降低准确率并抬高信心。真正可执行的应对，是把独立判断和外部核验做进工作流。"
"A five-experiment preprint shows how wrong AI advice can reduce accuracy and inflate confidence. The practical answer is a three-stage verification l
"判断 AI Agent 何时需要领域特定语言，何时 JSON Schema 已经够用，并用最小 DSL 架构建立可验证的执行边界。"
"Learn when an AI agent needs a domain-specific language, when JSON Schema is enough, and how to build a minimal DSL with deterministic validation."
MCP Elicitation 把工具执行中的人工决策变成可恢复的协议状态。本文讲清 form、URL、安全边界、状态持久化与重试设计。
MCP Elicitation turns missing input into recoverable control flow. Learn form vs URL mode, state handling, security boundaries, and retries.
