AI
Powering the agents: Workers AI now runs large models, starting with Kimi K2.5 77%的成本削减——用 Kimi K2.5 替代中端专有模型，一个代码库的安全审查代理一年就能省下 240 万美元。
- 当每个员工有多个代理每小时处理数十万 token 时，专有模型的数学计算就失效了。企业会转向提供前沿级推理能力但没有专有价格标签的开源模型。
Build a Domain-Specific Embedding Model in Under a Day 一天之内，一张 GPU 就能将通用嵌入模型变成真正理解你领域的模型——Atlassian 用这个方法将 Recall@60 从 0.751 提升到 0.951。
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“Hard negative mining finds these confusing passages so the model can learn to tell them apart.” 用硬负例挖掘教会模型区分那些看起来相关但实际不是的文档。
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“Agents are so good at attacking accidental complexity that they generate new accidental complexity that can get in the way of the essential structure that you are trying to build.”
The Mythical Agent-Month “设计能力和品味是我们最后的立足点——在代理时代，能构建高质量软件的开发者不再是并行会话最多的或消耗令牌最多的，而是能保持项目概念完整性、精明选择构建什么、知道何时停止的人。”
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“When generating code is free, knowing when to say ‘no’ is your last defense.” 当生成代码的成本趋近于零时，知道何时说”不”是你最后的防线。
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“The Mythical Man-Month was published in 1975, more than 50 years ago. The tools have changed, but the constraints are still the same.” 工具变了，但约束还是一样的。
Programming
- “The real and only difference between a library and a framework, is whether it introduces new concepts.” 真正区分库和框架的唯一标准是：它是否引入了新概念。
The Rise of Interactive Web UI: Why Static Pages Are Dead in 2026
- “Users in 2026 expect websites to feel like native applications. The bar has shifted from ‘does this page load?’ to ‘does this page feel alive?’”
Github copilot Backend Services Setup
Introducing Vue Lynx design discussion notes, decision logs and post-implementation learning as cross-session context. Each new session picks up where the last left off, inheriting our architectural constraints and reasoning that shaped the code.
differential evaluation: I let the agent port existing applications and verify the output against the originals.
Architecture Is On The Hook For GenAI Success
- “GenAI doesn’t just add new technologies to the landscape. It increases architectural entropy unless deliberately integrated, governed, and continuously steered.”
Snowflake AI SQL User Guide: AI_EXTRACT
Causal Inference Is Eating Machine Learning
The first UI framework for the agentic era arrow-js
- “Arrow is just TypeScript, so your coding agent already knows how to use it really well.” Arrow 就是一个 TypeScript 框架，你的编码代理已经非常熟悉它了。
Edge.js: Running Node apps inside a WebAssembly Sandbox
- “The goal is simple: run your existing Node.js applications safely and with density and startup times that are impossible to get with containers.” 用 WebAssembly 沙箱安全地运行现有 Node.js 应用，获得容器无法达到的密度和启动速度。
Grafeo is a pure-Rust, high-performance graph database that can be embedded as a library
ISS - Intelligent Skill Selection
Open Source PDF Parser OpenDataLoader
Others
Hasbro’s CEO has an AI Peppa Pig help design toys
Productive Individuals Don’t Make Productive Firms by https://x.com/gsivulka