开发者周报 | Developer Weekly Newsletter

Pattern Detection and Correlation in JSON Logs RSigma。如果你使用过 jq 来切片和过滤 JSON，那么可以将 RSigma 视为用于威胁检测的 jq：你指向一组 Sigma detection rules 和 JSON events 流，它就会告诉你哪些匹配了

Understand Anything Claude Code Plugin that analyzes your project with a multi-agent pipeline, builds a knowledge graph of every file, function, class, and dependency. Tree-sitter + LLM hybrid,

Profiling in PyTorch (Part 1): A Beginner’s Guide to torch.profiler

OpenTelemetry Launches “Blueprints” Initiative to Simplify Enterprise Observability Adoption

production-agentic-rag-course production-grade RAG system using industry best practices

How Compression Works Understand Headroom’s three-stage compression pipeline, automatic content routing, and how different content types are compressed.

Neo4j LLM Knowledge Graph Builder - Extract Nodes and Relationships from Unstructured Text

Others

播客｜湘西的民风、巫鬼与文学创作：从平江不肖生到沈从文

李珂｜硬刚沙俄，打服丹麦：中世纪最强商会的铁血与自由

Stop interviewing engineers like it’s 2022

个人私有视频站

Token 卖疯了挣的也是小钱，Snowflake 盯上了 AI 时代最贵的资产

【漫士】大数定律：凭什么看末位数字就能打假论文？

88查免费企业背调

Dev weekly 2026-Jun-01

Mon, 01 Jun 2026 02:02:03 GMT

AI

This Week in AI: Rethinking the Agent Harness

SkillOpt Executive Strategy for Self-Evolving Agent Skills. SkillOpt treats a compact natural-language skill document as the trainable state of a frozen language agent, then learns that document through rollouts, reflection, bounded edits, and held-out validation gates.

How to evaluate AI agents

Harness, Scaffold, and the AI Agent Terms Worth Getting Right

A lightweight deep learning training framework implemented from scratch in C++, featuring a PyTorch-style API

Understanding Context Pruning in Pi

Magic Context cache-aware infinite context, cross-session memory, and background history compression

Programming

Awesome HTML-in-Canvas

FlashLib A GPU library for classical machine-learning operators — kmeans, knn, pca, svd, dbscan, hdbscan, umap, t-sne, regression, GEMM, and more — built on Triton and CuteDSL.

Interactive blog posts on computer science and web development by Nanda Syahrasyad

Kami (紙, かみ) means paper in Japanese

Mini Shai Hulud: Compromised @antv npm packages enable CI/CD credential theft

Building Pi With Pi

opendocswork-mcp Rust-native MCP server for Office document processing (Excel, Word, PowerPoint)

photon Rust/WebAssembly image processing library

Base UI Unstyled UI components for building accessible user interfaces

微软开源Webwright：浏览器Agent终于跳出”猜下一步点哪”的死胡同 https://microsoft.github.io/Webwright/

Search Benchmark, the Game

MiniSearch tiny but powerful in-memory fulltext search engine written in JavaScript

flexsearch full-text search library for Browser and Node.js

Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust

猫抓浏览器资源嗅探扩展 / cat-catch Browser Resource Sniffing Extension

一键生成专业级分析报告：迭代20多轮的深度架构分析Skill，我决定开源了 https://github.com/yzddmr6/repo-analyzer

Confluence Cloud to Markdown crawler

Others

谁将被 AI 淘汰？来自 Cloudflare CEO 的裁员抉择

FrontPage - Hackernews

沙青青评《情报战三千年》｜从间谍传奇到严肃学问

Dwarkesh Goes Inside Jane Street’s Latest AI Data Center

大明最后的使臣：去罗马，搬救兵《大明最后的使臣》

张向荣、陆大鹏：两位80后作家年少时读过的好书

Uber burned through its entire 2026 AI budget in four months. Now its COO is questioning whether it’s worth it

Instagram 视频下载器

Forward deployed engineer is AI’s hottest job as OpenAI and Google race to hire. Here’s how to become one.

Dev weekly 2026-May-25

Mon, 25 May 2026 02:02:03 GMT

AI

Recent Developments in LLM Architectures: KV Sharing, mHC, and Compressed Attention LLM架构的最新进展：KV共享、mHC与压缩注意力

PaddleOCR 3.5: Running OCR and Document Parsing Tasks with a Transformers Backend

Introducing Command A+: Making sovereign agentic capabilities available to all

Gemma 4 and the Rise of Practical Local AI

Agent Skills Work but the Research Shows Most Teams Are Building Them Wrong

Fine-Tuning NVIDIA Cosmos Predict 2.5 with LoRA/DoRA for Robot Video Generation

Hands-On Modern RL 现代强化学习实践

labml.ai Deep Learning Paper Implementations

Toto 2.0: Time series forecasting enters the scaling era

From PCA to LoRA: Why Fine-Tuning Could Have Been Parallel All Along

Programming

Quack: Turn DuckDB into a client-server database

How Claude Code works in large codebases: Best practices and where to start

TencentDB Agent Memory

X For You Feed Algorithm

MemPrivacy 开源：让端云 Agent 记住你，但不把隐私交出去

The Coding Harness Behind GitHub Copilot in VS Code

Skills in web, iOS, and Android from Grok AI

Remove-AI-Watermarks removing visible (Gemini) and invisible (SynthID, C2PA, EXIF) AI watermarks from images

pgGraph a PostgreSQL extension for running graph search, traversal, shortest path, and relationship queries directly against ordinary PostgreSQL tables.

Awesome HTML-in-Canvas

How to Clean Time Series Data in Python

OpenData Vector: MIT-licensed Vector Search on Object Storage

AI Engineering from Scratch

Run AI coding CLIs in the browser

Pre-indexed code knowledge graph FTS5 + treesitter

把前沿模型，請進你的 MacBook pi-ds4

DataFusion 闖關攻略：30 天學習 Rust 查詢引擎之旅

微信读书官方 Skill 的重构版

Master the NODE.JS internals

100 things we announced at I/O 2026

native-feel.skill An Agent Skill for designing cross-platform desktop apps that feel native — distilled from Raycast’s 2.0 technical deep-dive and grounded in reverse-engineering of the shipping Raycast Beta.app binary.

pytorch landscape

OpenClaude

Tsubaki (椿) — Japanese Editorial Blog Theme for Astro

pi-agent-codebase-workflows

防止 agent 提前宣告完成 Learn Harness Engineering

RAG又进化了！微软整了个企业级AgenticRAG

Others

Forward Deployed Engineer：AI 时代的新宠岗位，到底干什么？

A few words on DS4 from antirez

Architecting Autonomy: Decentralising Architecture Inside an Organization from Infoq

Laws of UX

Lessons from John Carmack: Why We Built pgGraph Like a Game Engine

AIE Singapore Day 1 ft. Minister, NanoClaw, OpenAI, Google, Vercel, Cursor & more

ardot 智能设计工具 from 腾讯

对蒙特利尔的印象冯若航

‘Millions’ of pounds saved by replacing Palantir tech in refugee system

Dev weekly 2026-May-18

Mon, 18 May 2026 02:02:03 GMT

Dev weekly 2026-May-11

Mon, 11 May 2026 02:02:03 GMT

AI

Anthropic Partners with Blackstone, Hellman & Friedman, and Goldman Sachs to Launch Enterprise AI Services Firm By democratizing access to forward-deployed engineers, the new company can help the expansive network of portfolio companies in our Asset Management business and other companies of similar sizes accelerate AI adoption to grow and scale their operations.

Radar Trends to Watch: May 2026

Future of Work with AI Agents 以 Y Combinator（YC）公司为样本，将其映射到 WORKBank 数据库中的任务上。遗憾的是，当前 YC 的投资方向并未倾向于自动化的“绿灯”区域和研发机会区。41.0% 的 YC 公司落入了低优先级和自动化的“红灯”区域；而在“绿灯”区和机会区中，很多颇具潜力的任务，至今仍未得到现有投资的充分关注。

Agents, human agency, and the opportunity for every organization 2026 Work Trend Index Annual Report

Finance Agent Benchmark: Evaluation & Safety

Finance Agent v1.1 Claude Opus 4.7 is the current top performer on Finance Agent, scoring 64.37% accuracy. Claude Sonnet 4.6 follows with 63.33%, Muse Spark with 60.59%, DeepSeek V4 with 60.39%, and Claude Opus 4.6 (Thinking) with 60.05%.

Local AI Reasons for running AI locally fall into a few categories: cost, privacy, performance, and control.

EnterpriseRAG-Bench - Dataset and benchmark for RAG on company internal documents - onyx

Document work + AI Agent 2026 - LlamaIndex

Architecture to Resilience: A Decision Guide https://github.com/jvargh/ApplicationResilienceFrameworkTool

Qwen-Scope：看穿大模型的“小心思”

VibeVoice: Open-Source Frontier Voice AI

使用 Ultralytics YOLO26 进行训练监控通过 Ultralytics YOLO26 进行姿势估计来监测训练，能够通过实时准确跟踪关键身体地标和关节，从而增强运动评估。这项技术提供即时运动姿势反馈，跟踪训练方案，并衡量性能指标，从而为用户和教练优化训练课程。

Stanford CS336 Lang. Modeling from Scratch | Spring 2025 | Lec. 3: Architectures, Hyperparameters

How Kepler built verifiable AI for financial services with Claude

愛好 AI Engineer 電子報 🚀 AI 工具大換血: Claude Code + Codex 新組合 #36

CosyVoice语音生成大模型-300M

How JP Morgan Built An AI Agent for Investment Research with LangGraph | LangChain Interrupt

Programming

How Michael Abrash doubled Quake framerate by fabiensanglard

Continually improving our agent harness from cursor

Understand Anything Turn any codebase, knowledge base, or docs into an interactive knowledge graph you can explore, search, and ask questions about.

Agent Skills https://github.com/addyosmani/agent-skills

The Architecture Of Local-First Web Development

ytmdesktop Desktop App for YouTube Music

Python port of the Flue: The Agent Harness Framework original https://github.com/withastro/flue

imgui-bundle Interactive Python & C++ apps for desktop

A step-by-step guide to build your own AI agent - build-your-own-openclaw

AGENTS Book Rules This repository contains ready-to-use rule sets inspired by well-known books on software design, architecture, refactoring, legacy code, reliability, and data-intensive systems.

The Enterprise Ontology Control Plane on Snowflake

Full-Text Search with DuckDB full-text search (FTS)

DBX 25+ databases in 15 MB. Desktop & Docker self-hosting, with built-in AI assistant.

Ant Design Pro v6.0.0 发布

CorridorKey -Perfect Green Screen Keys

Others

【一席】徐腾：朕这个破班不上也罢 | 我每天等着万历来托梦，告诉我三十年不上朝他到底干什么去了徐腾，所长，不正经历史研究所，2017年演讲：《热闹观察家（他奶奶的庙）》

硅谷看DeepSeek V4：模型大战、Token Efficiency、算力突围与AGI必经之路硅谷101视频播客

南洋银信：《给阿嬷的情书》中的侨批、女性与文化记忆

大多数公司根本没有为 AI 做好准备很多人抱怨 AI 总是无法满足他们的需求，感到十分受挫。但说句实话，真正的问题在于：他们自己都说不清楚到底想要什么。

6 LLM Knowledge Base terms you need to know in 2026

Are Fish Sentient? 鱼有知觉吗？

Dev weekly 2026-May-04

Mon, 04 May 2026 02:02:03 GMT

AI

OpenAI Privacy Filter OpenAI Privacy Filter is a bidirectional token-classification model for personally identifiable information (PII) detection and masking in text. It is intended for high-throughput data sanitization workflows where teams need a model that they can run on-premises that is fast, context-aware, and tunable.

Single vs Multi-Head Attention - byhand

The Prompt Engineering Cheat Sheet: How to Write Better AI Prompts - eweek

How to Build Your Own Language-Specific LLM [Full Handbook]

Dive into Claude Code: The Design Space of Today’s and Future AI Agent Systems - chapterpal https://www.chapterpal.com/

Translation Quality Benchmark - TranslateBooksWithLLMs

How to Use Transformers.js in a Chrome Extension - huggingface

Programming

pi-for-excel Experimental Excel sidebar agent add-in. Multi-model. Powered by Pi.

I Read Hermes Agent’s Memory System, and It Fixes What OpenClaw Got Wrong

Awesome Harness Engineering

ladybugdb - The embedded columnar graph database built for highly regulated industries

你不知道的 Agent：原理、架构与工程实践 from TW93

ray-finance open-source AI financial advisor that learns your situation and gets smarter every conversation

Notepad++ for Mac

Wisely Chen｜AI Agent、地端 LLM 與企業 AI 架構實戰筆記

Others

丰饶之后：AI Coding 观察报告 2.0｜AI 透镜系列研究

沙青青：勒卡雷的最后一次任务

FDE 模式全解析：為何 95% 企業 AI Agent 導入失敗？駐場工程師才是落地關鍵

读通鉴

Dev weekly 2026-Apr-27

Mon, 27 Apr 2026 02:02:03 GMT

AI

Components of A Coding Agent AI 编程助手的构成要素

Claude Code 省 Token 指南：慎用 1M 上下文，不开新会话或者总是开新会话都不对

Is Your Site Agent-Ready? from cloudflare

Neural Networks: Zero to Hero https://www.youtube.com/watch?v=fHWFF_pnqDk

Agentic Engine Optimization (AEO)

The impact of AI on software engineers in 2026: key trends

Awesome AI in Finance

12 Graphs That Explain the State of AI in 2026 AI investment is skyrocketing while AI’s impact on jobs and public perception remains mixed

Agents that remember: introducing Agent Memory

Programming

2026 State of Analytics Engineering Report

194+ animated React components you can copy into any project

Bring Your Agent to Teams from ‘@microsoft/teams.apps’

Laws of Software Engineering

A2UI Composer building A2UI widgets interactively with the CopilotKit A2UI Widget Builder

Agentic AI 入门与业务落地

Chrome DevTools for Agents

Type-safe diagrams and source code from one schema.

Enterprise Architecture Governance & Vendor Procurement Toolkit

把 OpenClaw 从个人助手变成客服：一次信任模型的翻转

Architecture Diagram Generator

Animal 风格的 React 组件库灵感来源于任天堂集合啦！动物森友会游戏界面

Algorithms for Modern Hardware

agents-from-scratch - Building Agents from langchain

Command Center Lite A lightweight personal dashboard for your day. Shows your morning briefing, tasks, and meetings in one place.

Agentic Engineering: How Swarms of AI Agents Are Redefining Software Engineering

C4 Models Are Brilliant. AI Coding Is Breaking Them. Here’s What We’re Doing About It

MCP Server and CLI for accessing Work IQ

Others

Salesforce launches Headless 360 to turn its entire platform into infrastructure for AI agents

Why AI readiness training fails

i导航解析器

Good architecture shouldn’t need a carrot or a stick

Zindex is a stateful diagram runtime for AI agents

FDE Forward Deployment Engineering.md

Fri, 24 Apr 2026 01:23:45 GMT

reference

https://blog.palantir.com/dev-versus-delta-demystifying-engineering-roles-at-palantir-ad44c2a6e87

https://github.com/pierpaolo28/Awesome-FDE-Roadmap

https://zhuanlan.zhihu.com/p/1961540910274842935

https://www.palantir.com/docs/foundry/ai-fde/best-practices

https://www.palantir.com/docs/foundry/ai-fde/navigation

https://www.find.org.tw/wind/browse/c7a9adad84830998a7357fb72abc5743 AI熱潮下，被低估的工程師角色

https://www.youtube.com/watch?v=SDqkGVuL1b8 Product Launch: AI FDE | DevCon 3

https://www.a16z.news/p/the-palantirization-of-everything

https://www.youtube.com/watch?v=Zyw-YA0k3xo The FDE Playbook for AI Startups with Bob McGrew

https://www.youtube.com/watch?v=cBD7_R-Cizg Colin Jarvis | Head of Forward Deployed Engineering at OpenAI: Trust. Product. Impact.

https://www.forwarddeployedengineer.site/article

https://newsletter.pragmaticengineer.com/p/forward-deployed-engineers

https://blog.palantir.com/a-day-in-the-life-of-a-palantir-forward-deployed-software-engineer-45ef2de257b1

https://10clouds.com/blog/a-i/what-is-a-forward-deployed-engineer/

https://ai-engineering-trend.medium.com/the-forward-deployed-engineer-fde-from-palantir-the-silver-bullet-for-ai-to-b-03d578f24b63

https://invisibletech.ai/blog/what-is-forward-deployed-engineering

https://newsletter.pragmaticengineer.com/p/forward-deployed-engineers

https://blog.palantir.com/dev-versus-delta-demystifying-engineering-roles-at-palantir-ad44c2a6e87

https://www.reddit.com/r/cscareerquestions/comments/4o7hyi/working_at_palantir/

https://www.gartner.com/reviews/market/data-and-analytics/vendor/palantir-technologies

https://www.youtube.com/watch?v=1NzDv8r8WzQ

https://www.xiaoyuzhoufm.com/episode/68c6eb41a56ca3e0c4629d0f

https://www.youtube.com/watch?v=H-G76kecXfY

https://www.reddit.com/r/ExperiencedDevs/comments/1qxtynq/forward_deployed_engineer_role/

Dev weekly 2026-Apr-20

Mon, 20 Apr 2026 02:02:03 GMT

AI

Comprehension Debt: The Hidden Cost of AI-Generated Code

GLM-5.1: Architecture, Benchmarks, Capabilities & How to Use It

Cloudflare 与苏黎世联邦理工学院概述了基于 AI 的缓存优化方法

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