Dev Weekly - 开发者周报 | Developer Weekly Programming Newsletter

Craft Agents Craft Agents is a tool we built so that we (at craft.do) can work effectively with agents. It enables intuitive multitasking, no-fluff connection to any API or Service, sharing sessions, and a more document (vs code) centric workflow - in a beautiful and fluid UI.

Programming

S3 Files and the changing face of S3

Technology Radar v34

Incus is a modern, secure and powerful system container and virtual machine manager

Colab-mcp

CLI proxy that reduces LLM token consumption by 60-90% on common dev commands 高性能 CLI 代理，将 LLM token 消耗降低 60-90%

awesome design.md

Others

“金谷园饺子馆.Skill”刷屏，我们找它老板聊了聊

Dev weekly 2026-Apr-13

Mon, 13 Apr 2026 02:02:03 GMT

AI

Components of A Coding Agent

MinerU 3.0：从 PDF 到 Agent 可用知识

There Is No Spoon A machine learning primer built from first principles. Written for engineers who want to reason about ML systems the way they reason about software systems.

Building a Virtual Filesystem for Mintlify’s AI Assistant

The Hardest Document Extraction Problem in Insurance

Programming

graphify AI coding assistant skill. graphify runs in two passes. First, a deterministic AST pass extracts structure from code files (classes, functions, imports, call graphs, docstrings, rationale comments) with no LLM needed. Second, Claude subagents run in parallel over docs, papers, and images to extract concepts, relationships, and design rationale. The results are merged into a NetworkX graph, clustered with Leiden community detection, and exported as interactive HTML, queryable JSON, and a plain-language audit report.

Putting the “You” in CPU

Launching S3 Files, making S3 buckets accessible as file systems

napi - Better Software Architecture for the AI Age

Zhihu++ | 知乎++: Ad-free, low cost, AI powered zhihu android 3rd-party client

code-review-graph AI coding tools re-read your entire codebase on every task. code-review-graph fixes that. It builds a structural map of your code with Tree-sitter, tracks changes incrementally, and gives your AI assistant precise context via MCP so it reads only what matters.

piclaw — your self-hosted AI workspace PiClaw packages the Pi Coding Agent into a self-hosted workspace with a streaming web UI, multi-provider LLM support, persistent state, and a growing collection of built-in tools

Bash for Agents

Others

YouTube Clipper Skill AI 智能视频剪辑工具。下载视频、生成语义章节、剪辑片段、翻译双语字幕并烧录字幕到视频。

【Gartner报告精选】预测2026；重要战略技术趋势；中国AI算力管理平台；中国市场指南

baoyu-skills Skills shared by Baoyu for improving daily work efficiency with Claude Code.

Dev weekly 2026-Apr-06

Mon, 06 Apr 2026 02:02:03 GMT

AI

How we use AI in practice | AI Summit 2026 | Norges Bank Investment Management

模型够强，Agent 为什么还是频繁翻车？一文讲透 2026 最火 AI 工程概念：Harness Engineering

Programming

Claude Code 已经过度设计？OpenClaw 背后的 Pi 给出了一个极简答案

Modern SQLite: Features You Didn’t Know It Had

Agentic Design Patterns - A Hands-On Guide to Building Intelligent Systems

Vercel 发布生成式 UI 框架 JSON-Render

bb-browser Your browser is the API. No keys. No bots. No scrapers.

Rate Limiting System Design: Algorithms, Trade-offs and Best Practices

Anatomy of the .claude/ Folder

Claude Code Unpacked

laude Code Best V5 (CCB)

Claude Code

Others

Gallerix, Giant Online Museum

手机银行的AI，为什么连“帮我算个总收益”都做不到？

所有大机会来之前，都伪装成不起眼的麻烦事

「卧底」Kimi的100小时

Claude Code 源码泄漏了，但我不打算写源码分析分析文章

垂直SaaS的护城河里可能没有水

How I Built Vue Lynx with AI in Two Weeks

Dev weekly 2026-Mar-30

Mon, 30 Mar 2026 02:02:03 GMT

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。

“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。
“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。”

“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。
“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

Avoid Mini-frameworks

“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。

Colab Qwen35(4B)_Vision_GRPO

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

AI 架构中的 “油水难融” 时刻

DoWhy is a Python library that aims to spark causal thinking and analysis. DoWhy provides a wide variety of algorithms for effect estimation, causal structure learning, diagnosis of causal structures, root cause analysis, interventions and counterfactuals.

Causal Inference Is Eating Machine Learning

Architecture Decision Record

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

i am betting my house that if you ask gpt to pick a number between 1 to 10000, then it will pick a number between 7300-7500, everytime

Comprehension Debt - the hidden cost of AI generated code.

Dev weekly 2026-Mar-23

Mon, 23 Mar 2026 02:02:03 GMT

Dev weekly 2026-Mar-16

Mon, 16 Mar 2026 02:02:03 GMT

AI

LLM Embeddings Explained: A Visual and Intuitive Guide

Context Hub 文本+BM25

What OpenClaw Reveals About the Next Phase of AI Agents

Common workflow patterns for AI agents—and when to use them

Programming

Astro 6.0

Temporal: The 9-Year Journey to Fix Time in JavaScript

图解分布式系统原理 codedump

ctxgrep - grep for context, not just text. Local-first CLI for searching documents, notes, memories, and project context

The Internals of PostgreSQL

Free, Block-Style Editor with Universal JSON Output

CLI for Xiaohongshu (小红书) — search, read, interact via reverse-engineered API

Practical Guide to Bare Metal C++

page-agent 你网站里的 AI 操作员

魔因漫创 Moyin Creator 🎬 AI 影视生产级工具 · 支持 Seedance 2.0 · 剧本到成片全流程批量化

package-parser extracting dependency and metadata information from a wide range of programming language package managers. Ideal for Software Composition Analysis (SCA)

Others

不要做刻舟求剑的父母

The Total Economic Impact™ Of Microsoft Foundry

Amazon calls engineers for a “deep dive” internal meeting to discuss “GenAI”-related outages

How We Hacked McKinsey’s AI Platform

Dev weekly 2026-Mar-09

Sun, 08 Mar 2026 02:02:03 GMT

AI

Harness engineering: leveraging Codex in an agent-first world

What Claude Code Actually Chooses We pointed Claude Code at real repos 2,430 times and watched what it chose. No tool names in any prompt. Open-ended questions only.

Radar Trends to Watch: March 2026

Common workflow patterns for AI agents—and when to use them

Machine Learning in Production: From Models to Products

Programming

The Self-Driving Codebase - Background agents and the next era of software delivery

How to Create Custom Extensions for the Pi Coding Agent: A Complete Guide

New Research Reassesses the Value of AGENTS.md Files for AI Coding

当 AI Agent 学会”忘记”：Amazon Bedrock AgentCore Memory 的记忆哲学”

Practical Guide to Evaluating and Testing Agent Skills

Agentic Engineering Patterns

How to Build a Data Agent in 2026

everything is a ralph loop

Announcing TypeScript 6.0 RC

3W for In-Browser AI: WebLLM + WASM + WebWorkers

OBLITERATUS Break the chains. Free the mind. Keep the brain.

pi_agent_rust - High-performance AI coding agent CLI written in Rust

Lessons from my overly-introspective, self-improving coding agent from ngrok

octofriend open-source coding helper

Why is WebAssembly a second-class language on the web?

我的AI龙虾养成日记傅盛

waoowaoo AI 影视 Studio

747s and Coding Agents

Interactive explanations When we lose track of how code written by our agents works we take on cognitive debt.

Automated AI news aggregator & summarizer. Generates daily briefings in English & Chinese. | 全自动 AI 科技新闻聚合与摘要生成器。

nanoAgent 用最简单的方式构建一个能与系统交互的智能体。

Others

给人文工作者的 AI 使用指南

中国金融机构人才发展与培训白皮书（2026年）

Greg Brockman（OpenAI 联合创始人）把“那场宫斗”讲完整了：董事会、请愿书、马斯克与控制权

The digital grass isn’t greener. It isn’t grass. Don’t project your constraints onto others who work differently.

Two Beliefs About Coding Agents

Dev weekly 2026-Mar-02

Sun, 01 Mar 2026 02:02:03 GMT

AI

Mixture of Experts (MoEs) in Transformers 随着稀疏架构的持续演进，我们希望 transformers 库也能与之同步发展

Claude for Financial Services Plugins

愛好 AI Engineer 電子報 🚀 新型態代理人 OpenClaw 正夯，電子報改版 #35

Best Practices for Creating Agent Skills

RAG 进化之路：传统 RAG 到工具与强化学习双轮驱动的 Agentic RAG

Programming

Why Your OpenClaw Agent Keeps Forgetting Everything (And How to Fix It in Under 15 Minutes)

How Codex is built

awesome-pi-agent

React just left Meta. Here’s what that means for developers

Bub architecture

Knowledge Priming AI coding assistants default to generic patterns from their training data. I propose treating project context as infrastructure—versioned files that prime the model before each session—rather than relying on ad-hoc copy-pasting. This is essentially manual RAG (Retrieval-Augmented Generation), and I believe it fundamentally changes the quality of AI-generated code.

knowledge workers to use in Claude Cowork

API for Search Hacker News

OpenClaw 源码剖析与实现指南

Others

Japanese Woodblock Print Search - Ukiyo-e Search provides an incredible resource

Taste for Makers

THE 2028 GLOBAL INTELLIGENCE CRISIS