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AI Engineering
AI Engineering
May 31, 2026 · Artificial Intelligence

Anthropic’s New Claude Code Plugin Automatically Configures Automations for Your Project

Anthropic quietly released the official claude-code-setup plugin, which scans a repository and recommends suitable MCP servers, skills, hooks, subagents, and slash commands for Claude Code, offering a read‑only analysis that lowers the entry barrier while noting potential noise in large projects and CLI state‑loss issues.

AI assistantAnthropicClaude Code
0 likes · 3 min read
Anthropic’s New Claude Code Plugin Automatically Configures Automations for Your Project
Code Mala Tang
Code Mala Tang
May 31, 2026 · Artificial Intelligence

Can Four Sub‑Agents Ship a Feature Overnight? A Deep Dive into the 4‑Agent Pipeline vs Superpowers

The article compares zodchiii's minimalist four‑sub‑agent pipeline with the Superpowers skill‑driven approach, examining context isolation, handoff files, model allocation, testing discipline, review rules, learning curve, and suitability, and concludes with a hybrid recommendation for reliable feature delivery.

AI agentsClaude CodeSuperpowers
0 likes · 14 min read
Can Four Sub‑Agents Ship a Feature Overnight? A Deep Dive into the 4‑Agent Pipeline vs Superpowers
AI Architecture Path
AI Architecture Path
May 31, 2026 · Artificial Intelligence

Zero‑Barrier AI Short‑Video Generator: From Theme to Daily Posts with MoneyPrinterTurbo (70K+ Stars)

Creating short‑form videos is notoriously time‑consuming, but the open‑source MoneyPrinterTurbo tool automates the entire pipeline—from theme input to script,素材, voice‑over, subtitles and rendering—using Claude models, runs on low‑end hardware, and offers both Python and Docker deployment options with detailed troubleshooting and quality‑boosting tips.

AI video generationClaudeDocker
0 likes · 13 min read
Zero‑Barrier AI Short‑Video Generator: From Theme to Daily Posts with MoneyPrinterTurbo (70K+ Stars)
DataFunTalk
DataFunTalk
May 30, 2026 · Artificial Intelligence

Mastering Codex: Essential Practices from OpenAI

This guide outlines a systematic, engineering‑focused approach to using OpenAI's Codex, covering context provision, prompt structuring, configuration management, skill creation, automation, and common pitfalls to help developers turn Codex into a reliable, continuously improving teammate.

AGENTS.mdCodexMCP
0 likes · 15 min read
Mastering Codex: Essential Practices from OpenAI
Old Zhang's AI Learning
Old Zhang's AI Learning
May 30, 2026 · Artificial Intelligence

Set Up an Entire AI Development Pipeline with a Single Command

AI Factory is an npm package that automates the configuration of a full AI development pipeline—detecting project stacks, installing required skills and services, and providing a spec‑driven, multi‑agent workflow with planning, implementation, verification, and handoff commands—so developers can focus on writing requirements.

AI agentsAI developmentautomation
0 likes · 9 min read
Set Up an Entire AI Development Pipeline with a Single Command
IT Services Circle
IT Services Circle
May 29, 2026 · Artificial Intelligence

Stop Being an AI ‘After‑Hours Engineer’—Let AI Write Better Code

The article explains how repetitive prompting of AI coding assistants can be eliminated by using the open‑source Skill mechanism, which packages project conventions and custom actions into reusable files, describes the two Skill types, placement options, and lists ready‑made Skill collections and tools for developers.

AI codingAgent SkillsClaude
0 likes · 11 min read
Stop Being an AI ‘After‑Hours Engineer’—Let AI Write Better Code
Java Companion
Java Companion
May 29, 2026 · Artificial Intelligence

Getting Started with Codex in 20 Minutes: A Hands‑On Quick‑Start Guide

This guide shows how Codex reshapes a developer's workflow by using its four entry points—App, IDE plugin, CLI, and Browser—while covering permission settings, prompt engineering, diff review, multi‑tasking, remote control, automation, and a five‑step onboarding plan for newcomers.

AI coding assistantCodexautomation
0 likes · 14 min read
Getting Started with Codex in 20 Minutes: A Hands‑On Quick‑Start Guide
AI Architecture Hub
AI Architecture Hub
May 29, 2026 · Artificial Intelligence

Make Claude Code Auto‑Fix Its Own Bugs with a Ready‑to‑Copy Configuration

This article explains why Claude repeatedly makes the same coding errors, introduces a CLAUDE.md rule file and a series of hooks (PostToolUse, PreToolUse, Stop) plus an automatic retry loop and cross‑session memory, and shows a before‑after comparison that reduces manual debugging from 45 minutes to about 10 minutes per feature.

AIClaudeautomation
0 likes · 11 min read
Make Claude Code Auto‑Fix Its Own Bugs with a Ready‑to‑Copy Configuration
ZhiKe AI
ZhiKe AI
May 28, 2026 · Artificial Intelligence

Why Your LLM Skill Gets Ignored and 5 Proven Design Patterns to Make Agents Work

Even after spending hours crafting a Skill, many LLM agents ignore it, leading to failed automation; this article analyzes why and presents five validated design patterns—linear flow, decision tree with lazy loading, iterative loops, baton passing, and multi‑stage checkpoints—plus concrete examples and a minimal Skill template to ensure reliable, production‑grade agent behavior.

AgentDesign PatternsLLM
0 likes · 12 min read
Why Your LLM Skill Gets Ignored and 5 Proven Design Patterns to Make Agents Work
ITPUB
ITPUB
May 28, 2026 · Operations

10 Essential Shell Scripts for Efficient Log Management

This article provides ten ready‑to‑use Bash scripts that cover real‑time log monitoring, daily rotation, error aggregation across servers, timestamp conversion, IP address statistics, request‑type analysis, response‑time bucketing, file‑diff comparison, user‑activity tracking, and log compression with optional remote backup, helping operators automate and streamline log handling tasks.

BashLog ManagementShell
0 likes · 10 min read
10 Essential Shell Scripts for Efficient Log Management
DataFunSummit
DataFunSummit
May 28, 2026 · Artificial Intelligence

How DataWorks Data Agent Advances from Augmented Assistance to Full Autonomy

The article analyzes DataWorks Data Agent’s evolution from a helper‑style tool to an autonomous data‑centric AI agent, detailing its five‑stage roadmap, dual‑engine CLI/Claw architecture, unified runtime kernel, open skill ecosystem, and CPU‑GPU joint optimization for enterprise‑grade data automation.

AIAgent ArchitectureBig Data
0 likes · 12 min read
How DataWorks Data Agent Advances from Augmented Assistance to Full Autonomy
PaperAgent
PaperAgent
May 28, 2026 · Artificial Intelligence

How a Desktop AI Agent Turns My PC into a One‑Person Capability Hub

The author reviews the 商汤办公小浣熊桌面端 2.0 agent, showing how it moves beyond chat‑only assistants to directly manipulate local files, browsers, and enterprise tools, automating a weekly competitive‑analysis report and embodying the OPC (One Person Capability) concept.

AI agentOPCautomation
0 likes · 10 min read
How a Desktop AI Agent Turns My PC into a One‑Person Capability Hub
AI Insight Log
AI Insight Log
May 26, 2026 · Frontend Development

How Taste Skill Gives AI‑Generated Front‑Ends Real Design Sense

Taste Skill, a 21.5k‑star GitHub project, adds a set of design rules that AI coding agents can follow, turning generic, “slop” front‑end pages into more aesthetically pleasing layouts by banning common pitfalls and offering adjustable parameters for variance, motion, and visual density.

AIFrontendGitHub
0 likes · 10 min read
How Taste Skill Gives AI‑Generated Front‑Ends Real Design Sense
Code Mala Tang
Code Mala Tang
May 26, 2026 · Industry Insights

Turning Your Company into an AI Operating System: Insights from YC’s Two Videos

The article analyzes YC’s two videos on AI‑native companies, showing how AI can be re‑engineered as a company‑wide operating system with four layered components, recursive self‑improving loops, and practical steps for founders to transform workflows, decision‑making and organizational structure.

AI-nativeYCautomation
0 likes · 24 min read
Turning Your Company into an AI Operating System: Insights from YC’s Two Videos
JD Tech Talk
JD Tech Talk
May 26, 2026 · Artificial Intelligence

AI Powers Cross‑Border Growth: JD Oxygen Vision Image‑Set Generation Practice & Outlook

The article examines JD’s Oxygen Vision AI solution for cross‑border e‑commerce, detailing how automated product‑image set generation tackles high costs, slow turnaround, multilingual and platform compliance challenges, delivers up to 90% time and cost reductions, and outlines future multimodal, personalization, and ecosystem expansions.

AIautomationcross‑border e‑commerce
0 likes · 15 min read
AI Powers Cross‑Border Growth: JD Oxygen Vision Image‑Set Generation Practice & Outlook
JD Cloud Developers
JD Cloud Developers
May 26, 2026 · Artificial Intelligence

AI‑Powered Oxygen Vision Slashes Cross‑Border E‑Commerce Image Production Cost and Time

The article details how JD’s Oxygen Vision uses AI to automatically generate compliant, localized product image sets for multiple overseas platforms, reducing SKU‑level creation time from days to minutes, cutting costs by up to 90%, and addressing challenges of multi‑language, cultural, and regulatory adaptation.

AI image generationCost Reductionautomation
0 likes · 15 min read
AI‑Powered Oxygen Vision Slashes Cross‑Border E‑Commerce Image Production Cost and Time
Baidu Intelligent Cloud Tech Hub
Baidu Intelligent Cloud Tech Hub
May 26, 2026 · Operations

When CPUs Hide GPU Bottlenecks: How Btune 2.0 Automates Latency Analysis to Uncover Performance Issues

The article presents a real‑world migration case where a CPU‑XPU bottleneck limited inference QPS, explains how Btune 2.0’s new latency‑focused diagnostics pinpointed a kernel lock contention in the halolet component, and shows the AI Agent’s automated, cross‑process analysis that restored performance and reduced cost.

AI infrastructureCPU-GPU bottleneckCross-process analysis
0 likes · 11 min read
When CPUs Hide GPU Bottlenecks: How Btune 2.0 Automates Latency Analysis to Uncover Performance Issues
ZhiKe AI
ZhiKe AI
May 26, 2026 · Artificial Intelligence

ChatGPT Only Answers, Agents Get Things Done: Understanding AI Digital Employees

The article explains that AI Agents combine LLMs, memory, planning, and tool access to act autonomously on tasks—unlike ChatGPT’s passive answering—while highlighting industry momentum in 2025 and the four core capabilities that make them true digital employees.

AI agentAI toolsDigital Employee
0 likes · 8 min read
ChatGPT Only Answers, Agents Get Things Done: Understanding AI Digital Employees
Su San Talks Tech
Su San Talks Tech
May 26, 2026 · Artificial Intelligence

9 Powerful AI Coding Efficiency Techniques to Supercharge Your Development

AI can speed up development, but many waste time on repetitive tasks; this guide explains nine practical techniques—including model selection, prompt control, parallel agents, slash commands, MCP integration, and automation scripts—to dramatically boost coding productivity with tools like Cursor and Claude Code.

AIClaude CodeCursor
0 likes · 32 min read
9 Powerful AI Coding Efficiency Techniques to Supercharge Your Development
dbaplus Community
dbaplus Community
May 25, 2026 · Artificial Intelligence

Claude AI Elevates DeWu’s Financial Data Warehouse to Full-Chain Efficiency

The article analyzes how Claude large‑model AI is applied to DeWu’s financial data warehouse, detailing the domain’s unique challenges, the model’s three core capabilities, practical use‑cases such as OneData standardised modelling, AI‑assisted SQL coding and automated data testing, and the resulting efficiency, quality and reusability gains.

AI codingClaude AIData Testing
0 likes · 21 min read
Claude AI Elevates DeWu’s Financial Data Warehouse to Full-Chain Efficiency
SuanNi
SuanNi
May 25, 2026 · Artificial Intelligence

Top AI Models Achieve Under 4% Task Completion in Real-World SaaS Benchmarks

A new SaaS‑Bench study evaluates leading large‑language models across 23 real SaaS applications and 106 multi‑step tasks, revealing that even the best agents complete fewer than four percent of workplace jobs and exposing four fundamental failure modes that keep AI far from replacing human workers.

AI agentsSaaS benchmarkautomation
0 likes · 13 min read
Top AI Models Achieve Under 4% Task Completion in Real-World SaaS Benchmarks
SuanNi
SuanNi
May 25, 2026 · Artificial Intelligence

Unlocking Codex: An OpenAI Engineer’s Guide to Full‑Scale Automation

The article shows how Codex can be transformed from a simple code‑assistant into a complete digital work system that handles voice input, persistent memory, automated browsing, and cross‑device task execution, letting users delegate routine computer work and focus on higher‑level decisions.

AI agentsCodexautomation
0 likes · 12 min read
Unlocking Codex: An OpenAI Engineer’s Guide to Full‑Scale Automation
FunTester
FunTester
May 24, 2026 · Industry Insights

Why Faster AI Generation Increases Human Review Fatigue

The article explains that while AI dramatically lowers the cost of generating drafts, it shifts work from creation to verification, causing professionals to spend more time reviewing and validating AI‑produced content, which leads to greater cognitive load and responsibility.

AIautomationhuman oversight
0 likes · 15 min read
Why Faster AI Generation Increases Human Review Fatigue
AI Engineer Programming
AI Engineer Programming
May 24, 2026 · Artificial Intelligence

Why AI Agents Fail Beyond Hallucinations

The article catalogs dozens of AI agent failure modes—from one‑shot attempts and cold‑start amnesia to hidden harness control—and explains why these issues quickly overwhelm developers, then outlines concrete mitigation strategies and their trade‑offs.

AI agentsContext Managementagentic engineering
0 likes · 11 min read
Why AI Agents Fail Beyond Hallucinations
IT Services Circle
IT Services Circle
May 23, 2026 · Artificial Intelligence

Why Most People Can’t Benefit from AI Agents – They Don’t Even Know Their Daily Tasks

The author argues that despite the hype around AI agents like OpenClaw, most users fail to improve efficiency because they cannot clearly define their daily work, and proposes an open‑source “Agent Workflow Designer” skill that guides users to map, analyze, and gradually automate their tasks through structured questioning and phased implementation.

AI agentsOpenClawautomation
0 likes · 10 min read
Why Most People Can’t Benefit from AI Agents – They Don’t Even Know Their Daily Tasks
Code Mala Tang
Code Mala Tang
May 23, 2026 · Artificial Intelligence

Mastering Codex: From Code Writing to Full Computer Work Automation

The article explains how Codex can evolve from a simple code‑generation assistant into a system that automates entire computer workflows by combining durable threads, voice input, steering, queuing, browser and computer control, side‑bars, and shared memory, with concrete usage patterns and comparisons.

AI agentsCodexautomation
0 likes · 12 min read
Mastering Codex: From Code Writing to Full Computer Work Automation
AI Architecture Hub
AI Architecture Hub
May 23, 2026 · Artificial Intelligence

Unlock Claude’s Hidden Features Most Users Miss

This guide walks through every hidden Claude capability—from Projects that remember context, to Artifacts that generate runnable tools, Adaptive Thinking for step‑by‑step reasoning, Memory profiles, role‑setting prompts, Chrome extension, desktop Cowork app, scheduled tasks, Skills plugins, Claude.md rules, Claude Code, Claude Design, and Prompt Caching—providing entry points, activation steps, and ready‑to‑paste prompts so you can enable each feature in minutes and reap daily productivity gains.

AIClaudeDeveloper Tools
0 likes · 18 min read
Unlock Claude’s Hidden Features Most Users Miss
Architect
Architect
May 22, 2026 · Industry Insights

Which Roles Will AI Replace First? Cloudflare CEO’s Layoff List Highlights a Measurement Layer Issue

The article analyzes Cloudflare’s recent AI‑driven layoffs, explaining the CEO’s builder‑seller‑measurer framework, showing that AI first compresses measurement‑focused roles, and argues that organizations must transform their measurement layer into a continuous, observable, verifiable system to stay resilient.

AICloudflareOrganizational Measurement
0 likes · 25 min read
Which Roles Will AI Replace First? Cloudflare CEO’s Layoff List Highlights a Measurement Layer Issue
Smart Workplace Lab
Smart Workplace Lab
May 22, 2026 · Artificial Intelligence

When AI Decision Fails, Who Holds the Final Say? A Three‑Step Human‑Machine Audit Protocol

The article walks through a real‑world case where an AI Agent auto‑approved an overpriced supplier quote, explains why fully automated decisions shift all blame to humans, and presents a concrete three‑step human‑machine audit agreement that defines authorization boundaries, risk thresholds, and circuit‑breaker rules to ensure responsible AI‑driven approvals.

AIDecision AuditHuman-Machine Governance
0 likes · 7 min read
When AI Decision Fails, Who Holds the Final Say? A Three‑Step Human‑Machine Audit Protocol
AI Architecture Hub
AI Architecture Hub
May 22, 2026 · Artificial Intelligence

Unlocking Codex’s Full Potential: Expert Tips from the Official Team

The article provides a step‑by‑step guide on extending Codex beyond code generation by using persistent threads, voice input, task correction, queuing, tool integration, side‑panel displays, shared memory, and automation to create a continuous, context‑aware AI work system.

AI agentsCodexautomation
0 likes · 13 min read
Unlocking Codex’s Full Potential: Expert Tips from the Official Team
Architect
Architect
May 21, 2026 · Artificial Intelligence

Beyond Code: Extending Codex into Full‑Scale Workflows

The article analyzes how Codex is shifting from merely writing code to sustaining entire workflows that span code, UI, documents, time, and human judgment, and proposes concrete boundaries, evidence artifacts, and incremental steps—such as THREAD.md, GOAL.md, and PERMISSIONS.md—to make the agent’s actions safe, auditable, and stoppable.

AI agentsCodexMemory
0 likes · 26 min read
Beyond Code: Extending Codex into Full‑Scale Workflows
Su San Talks Tech
Su San Talks Tech
May 21, 2026 · Artificial Intelligence

Unlocking Codex’s Full Potential: From Coding Agent to Computer Work System

The article analyzes how Codex is evolving from a code‑writing assistant into a broader computer work system by leveraging durable threads, tool integration, voice‑based control, automations, and verifiable goals, shifting the focus from isolated code tasks to end‑to‑end workflow completion.

AI agentsCodexautomation
0 likes · 11 min read
Unlocking Codex’s Full Potential: From Coding Agent to Computer Work System
ShiZhen AI
ShiZhen AI
May 21, 2026 · Artificial Intelligence

Unlocking Codex: Turning a Coding Agent into a Full‑Scale Computer Work System

The article argues that Codex is evolving from a code‑writing assistant into a broader computer work system by adding durable threads, voice‑steering‑queuing controls, extensive tool integration, and verifiable goals, thereby shifting the key question from "can it write a function?" to "can it complete real‑world workflows?"

AI agentsCodexautomation
0 likes · 11 min read
Unlocking Codex: Turning a Coding Agent into a Full‑Scale Computer Work System
Sohu Tech Products
Sohu Tech Products
May 20, 2026 · Artificial Intelligence

How to Eliminate Repetitive Prompts with Claude Code Skills: 5 Automation Hacks

The article introduces five Claude Code Skills—pr‑summary, fix‑issue, deep‑research, commit, and explain‑code—that package common development tasks into single commands, showing how context‑aware automation can replace repetitive prompts, streamline pull‑request creation, issue fixing, code investigation, committing, and documentation generation for teams.

AI codingClaude CodeDeveloper Tools
0 likes · 12 min read
How to Eliminate Repetitive Prompts with Claude Code Skills: 5 Automation Hacks
Architect
Architect
May 20, 2026 · Artificial Intelligence

How to Turn a Single Hermes Agent into a Fully Operable System

The article walks through converting a chat‑based Hermes Agent into a maintainable, hand‑off‑ready system by building a control room, defining clear runtime and management files, applying security safeguards, and following a step‑by‑step production pipeline.

AI OpsAgent Control RoomHermes Agent
0 likes · 22 min read
How to Turn a Single Hermes Agent into a Fully Operable System
Architecture Digest
Architecture Digest
May 20, 2026 · Industry Insights

Feishu CLI Hits 10K Stars in Just 47 Days – Why It’s Exploding

The open‑source Feishu CLI surged to over 10,000 GitHub stars within 47 days, outpacing rival office‑platform CLIs, thanks to its three‑layer command architecture, built‑in Skill system, and seamless integration with AI agents that can automate full‑cycle office workflows.

AI agentCLICommunity
0 likes · 11 min read
Feishu CLI Hits 10K Stars in Just 47 Days – Why It’s Exploding
Data Party THU
Data Party THU
May 20, 2026 · Industry Insights

What Invisible Changes Has AI Brought to Work, Education, and Organizations?

The article examines how AI is silently reshaping everyday life by enabling one‑person companies, redefining job roles, disrupting traditional education, and driving a shift toward networked, AI‑augmented organizations, supported by concrete industry examples and recent policy moves.

AI-driven startupsArtificial IntelligenceOrganizational Change
0 likes · 12 min read
What Invisible Changes Has AI Brought to Work, Education, and Organizations?
Huolala Tech
Huolala Tech
May 20, 2026 · Artificial Intelligence

How Multimodal Agents Double Private‑Domain Conversion Rates

The article details how a three‑layer multimodal AI agent framework—covering AI quality inspection, multimodal content generation, and QA interaction—transforms private‑domain marketing by automating content creation, boosting conversion efficiency, and achieving measurable cost and performance gains.

AI agentsautomationcase study
0 likes · 17 min read
How Multimodal Agents Double Private‑Domain Conversion Rates
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
May 19, 2026 · Artificial Intelligence

Agent‑Driven R&D Efficiency: Exploration and Practice at QECon Shenzhen 2026

At QECon Shenzhen 2026, Xiaohongshu's tech team will present five technical talks that showcase how AI agents are applied to architecture risk analysis, change automation, large‑model load‑testing data construction, end‑to‑end testing, and client‑side performance, illustrating concrete engineering solutions and measurable productivity gains.

AI agentLLMPerformance
0 likes · 13 min read
Agent‑Driven R&D Efficiency: Exploration and Practice at QECon Shenzhen 2026
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
May 18, 2026 · Operations

How I Built a Complete Supply‑Chain Visualization Dashboard in 2 Hours

The article walks through a step‑by‑step process for turning fragmented sales, procurement, production, inventory and shipping data into a single, real‑time supply‑chain dashboard using the 简道云 platform, highlighting data integration, three‑layer visual design and automated alerts that cut down firefighting and improve decision‑making.

OperationsSupply Chainautomation
0 likes · 9 min read
How I Built a Complete Supply‑Chain Visualization Dashboard in 2 Hours
AI Code to Success
AI Code to Success
May 18, 2026 · Artificial Intelligence

Redefining Skill Development: A Complete Tutorial and One‑Stop Dev Assistant

This guide explains the concept of AI Agent Skills, walks through creating, installing, and managing a Skill—including file structure, YAML metadata, progressive loading, platform-specific considerations—and introduces a one‑stop development assistant that streamlines Skill development and deployment.

AI agentsDevOpsSkill Development
0 likes · 27 min read
Redefining Skill Development: A Complete Tutorial and One‑Stop Dev Assistant
Alibaba Cloud Developer
Alibaba Cloud Developer
May 18, 2026 · Artificial Intelligence

Redefining Skill Development: A Hands‑On Guide and One‑Stop Development Assistant

This article walks you through the concept of AI Agent Skills, showing how to design, write, install, publish, and manage a Skill—from the underlying three‑level loading mechanism and cross‑platform considerations to best‑practice guidelines, versioning strategies, automated testing, and even self‑improving loops—so you can turn repetitive tasks into reusable, shareable automation assets.

AI agentDevOpsSelf‑Improving
0 likes · 27 min read
Redefining Skill Development: A Hands‑On Guide and One‑Stop Development Assistant
Eric Tech Circle
Eric Tech Circle
May 18, 2026 · Artificial Intelligence

Exploring Codex Mobile: Remote Control of Your Desktop from a Phone

This article walks through how OpenAI's Codex Mobile lets you monitor, command, and approve Codex desktop tasks from a smartphone, turning the phone into a remote cockpit for viewing progress, issuing new instructions, and handling approvals without needing a full IDE on the device.

AI coding assistantChatGPT MobileCodex
0 likes · 7 min read
Exploring Codex Mobile: Remote Control of Your Desktop from a Phone
AI Architecture Hub
AI Architecture Hub
May 18, 2026 · Artificial Intelligence

Agent Hooks: A Deterministic Approach to Making AI Agent Workflows Controllable

The article explains how agent hooks add programmable, deterministic control to AI agent workflows by binding custom handlers to specific lifecycle events, demonstrates six core hooks with concrete Python examples, and shows how this separation of policy from model memory reduces errors, speeds feedback, and improves auditability.

AI agentsPythonautomation
0 likes · 18 min read
Agent Hooks: A Deterministic Approach to Making AI Agent Workflows Controllable
James' Growth Diary
James' Growth Diary
May 17, 2026 · Artificial Intelligence

Deep Dive into Claude Code Hooks: Stop Hooks and the Self‑Validation Loop

The article dissects Claude Code's Hooks system, detailing its 27 lifecycle events, four hook types, the special behavior of Stop Hooks with exit code 2, the self‑validation loop, practical patterns like the Ralph Loop, and the design trade‑offs and mitigation strategies.

AI EngineeringClaude CodeSelf-Validation
0 likes · 15 min read
Deep Dive into Claude Code Hooks: Stop Hooks and the Self‑Validation Loop
DataFunTalk
DataFunTalk
May 17, 2026 · Industry Insights

Why Andrew Ng Says It’s Time to Stop Claiming AI Will Cause Mass Unemployment

Andrew Ng argues that while AI is reshaping many jobs—from coding to content creation—it is not triggering a wholesale collapse of the employment market; instead, the narrative of an AI‑driven job apocalypse is fueled by hype, pricing strategies, and companies using AI as a convenient excuse for layoffs.

AIAI hypeAndrew Ng
0 likes · 7 min read
Why Andrew Ng Says It’s Time to Stop Claiming AI Will Cause Mass Unemployment
Liangxu Linux
Liangxu Linux
May 17, 2026 · Industry Insights

Will AI‑Generated Code Make Programmers Obsolete? A Reality Check

The author argues that although AI can produce syntactically correct code, it lacks the deep domain knowledge, debugging expertise, and architectural judgment required in real‑world projects, so programmers remain essential and must adapt by using AI as a tool rather than viewing it as a replacement.

AIIndustry Insightsautomation
0 likes · 5 min read
Will AI‑Generated Code Make Programmers Obsolete? A Reality Check
AI Architecture Hub
AI Architecture Hub
May 17, 2026 · Product Management

Anthropic Founder’s Playbook: Building an AI‑Native Startup

The playbook breaks the startup journey into four stages—idea, MVP, launch, and scale—detailing what to do, common pitfalls, and how Anthropic’s Claude (Chat, Cowork, Code) can be applied at each stage to compress cycles, improve decision‑making, and turn founders into AI‑augmented product leaders.

AIClaudeMVP
0 likes · 41 min read
Anthropic Founder’s Playbook: Building an AI‑Native Startup
SuanNi
SuanNi
May 15, 2026 · Product Management

How Anthropic’s AI‑Native Playbook Shows You to Build a Token‑Driven Startup

Anthropic’s 36‑page AI‑native founders playbook breaks the startup journey into idea, prototype, launch, and scale phases, detailing research‑driven validation, Claude Code‑powered development, automated testing, growth‑engine creation, and organizational scaling while warning of common pitfalls.

AIClaude CodeFounders Playbook
0 likes · 10 min read
How Anthropic’s AI‑Native Playbook Shows You to Build a Token‑Driven Startup
Su San Talks Tech
Su San Talks Tech
May 15, 2026 · Artificial Intelligence

Step-by-Step Beginner’s Guide to Getting Started with Codex

This article walks readers through why many users are switching from Claude Code to Codex, explains the two Codex product forms, details installation, account setup, UI navigation, permission choices, and demonstrates practical tasks such as generating reports, PPTs, web searches, automation, and building a snake game via the CLI, while also offering tips to avoid common pitfalls.

AI assistantAppCLI
0 likes · 16 min read
Step-by-Step Beginner’s Guide to Getting Started with Codex
Old Zhang's AI Learning
Old Zhang's AI Learning
May 15, 2026 · Artificial Intelligence

Claude Unleashes 15 Plug‑and‑Play Agent Workflows: A Digital Employee for Small Businesses

Anthropic’s new Claude for Small Business embeds AI into concrete workflows, offering 15 ready‑to‑use agents that connect to QuickBooks, PayPal, HubSpot and Slack via the Claude Cowork desktop app, with detailed payroll, month‑close, Monday brief and marketing scenarios, transparent pricing, and built‑in security safeguards.

AI agentsAnthropicClaude
0 likes · 9 min read
Claude Unleashes 15 Plug‑and‑Play Agent Workflows: A Digital Employee for Small Businesses
Bilibili Tech
Bilibili Tech
May 15, 2026 · Frontend Development

Building an AI‑Powered Frontend Development Workflow with Bili‑FE

This article details how the Bili‑FE team evolved prompt engineering into a Harness Engineering workflow, creating a structured .workflow knowledge base and a series of AI‑driven commands that automate the entire frontend development lifecycle from requirement preprocessing to testing and mock generation.

AIFrontendKnowledge Base
0 likes · 20 min read
Building an AI‑Powered Frontend Development Workflow with Bili‑FE
Frontend AI Walk
Frontend AI Walk
May 15, 2026 · Artificial Intelligence

Efficient AI Coding with Claude Code: Essential ECC Tools and Minimal Install

This guide walks developers through selecting, installing, and using the six core ECC components—Rules, search‑first, Reviewer Agent, Quality‑Gate, Documentation‑Lookup, and minimal Hooks—to create a streamlined, conflict‑free AI‑assisted coding workflow for Claude Code, emphasizing a consult‑first, minimal‑install approach.

AI programmingClaude CodeECC
0 likes · 14 min read
Efficient AI Coding with Claude Code: Essential ECC Tools and Minimal Install
Wuming AI
Wuming AI
May 14, 2026 · Industry Insights

Which Types of People Are Most Likely to Be Left Behind in the AI Era?

The article identifies five groups—process‑followers, slow learners, tool‑resisters, uncritical thinkers, and poor communicators—who risk being outpaced by AI, and outlines the traits of a "super individual" who can thrive by continuously learning, thinking critically, and leveraging AI tools effectively.

AIautomationcareer
0 likes · 10 min read
Which Types of People Are Most Likely to Be Left Behind in the AI Era?
Taobao Design
Taobao Design
May 14, 2026 · Artificial Intelligence

From Business Request to Scalable AI‑Generated Visual Assets

The article explains how to transform a single business request into a batch of AI‑generated marketing visuals by standardizing deterministic design structures, parameterizing variable elements, and building an end‑to‑end “input‑generate‑deliver” workflow that ensures both large‑scale consistency and sufficient visual individuality across multiple product categories.

AIautomationdynamic generation
0 likes · 7 min read
From Business Request to Scalable AI‑Generated Visual Assets
High Availability Architecture
High Availability Architecture
May 14, 2026 · Artificial Intelligence

Build a 4‑Agent Claude‑Powered AI Team in One Weekend

This step‑by‑step guide shows how to create a specialized four‑agent system—research, production, quality, and distribution—coordinated by an orchestrator, using Claude and Claude Code, with detailed folder structures, prompt templates, CLI commands, and workflow automation to achieve high‑quality content output in a weekend.

AI agentsClaudeautomation
0 likes · 24 min read
Build a 4‑Agent Claude‑Powered AI Team in One Weekend
Data Party THU
Data Party THU
May 13, 2026 · Artificial Intelligence

The Ultimate Anthropic Engineer’s Guide to Claude Code Skills

This guide explains what Claude Code skills are, categorizes common skill types, provides concrete examples for each category, and offers detailed best‑practice recommendations for building, testing, sharing, and managing skills within Claude’s AI ecosystem.

AI pluginsBest PracticesClaude Code
0 likes · 15 min read
The Ultimate Anthropic Engineer’s Guide to Claude Code Skills
AI Step-by-Step
AI Step-by-Step
May 13, 2026 · R&D Management

Agentic Development Cycle: Real‑Time Validation with AI Agents

The AC/DC framework reimagines software development by moving verification from post‑commit CI pipelines to the moment code is generated, letting AI agents write, check, and fix code in a self‑correcting loop, while redefining human engineer responsibilities.

AI agentsTechnical debtautomation
0 likes · 14 min read
Agentic Development Cycle: Real‑Time Validation with AI Agents
Wuming AI
Wuming AI
May 12, 2026 · Operations

How Two Custom Skills Eliminate Manual Photo Downloads

The article explains how the author packaged repetitive photo‑album download tasks into two Skills—alltuu-downloader and photoplus-downloader—so that an AI Agent can automatically fetch original images from cloud albums, saving users from clicking each picture individually.

AI agentGitHubSkill
0 likes · 6 min read
How Two Custom Skills Eliminate Manual Photo Downloads
Airbnb Technology Team
Airbnb Technology Team
May 12, 2026 · Frontend Development

How Airbnb Migrated 3.5K Enzyme Tests to React Testing Library in Six Weeks Using LLM‑Powered Automation

Airbnb transformed nearly 3,500 Enzyme test files to React Testing Library in just six weeks by building a large‑language‑model‑driven pipeline that validates, rewrites, retries, and enriches prompts with extensive context, achieving a 97% migration success rate while dramatically cutting manual effort and cost.

AirbnbEnzymeLarge Language Model
0 likes · 11 min read
How Airbnb Migrated 3.5K Enzyme Tests to React Testing Library in Six Weeks Using LLM‑Powered Automation
Shuge Unlimited
Shuge Unlimited
May 12, 2026 · Frontend Development

Building a Project Skeleton from Scratch with OpenSpec: Full Workflow Walkthrough

This article documents a step‑by‑step OpenSpec workflow that starts with requirement exploration, generates proposal, design, specs, review and task artifacts, executes them to scaffold a React 19 + TypeScript + Vite + Tailwind project, handles GitHub integration, validates the build, and archives the change while sharing practical lessons and pitfalls.

FrontendOpenSpecReAct
0 likes · 24 min read
Building a Project Skeleton from Scratch with OpenSpec: Full Workflow Walkthrough
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
May 11, 2026 · Artificial Intelligence

Building a New AI‑Driven Project Management Paradigm: The Redbook PMO’s Agentic Journey

The Xiaohongshu PMO team outlines four iterative versions of an AI‑powered project‑management agent—from a simple knowledge‑base consultant to a shared, role‑aware assistant with long‑memory and multi‑channel integration—detailing design principles, architectural choices, lessons learned, and a roadmap toward fully AI‑run project management.

AIAgentLong Memory
0 likes · 14 min read
Building a New AI‑Driven Project Management Paradigm: The Redbook PMO’s Agentic Journey
AI Step-by-Step
AI Step-by-Step
May 11, 2026 · R&D Management

Why AI‑Driven Development Must Be Spec‑Driven to Reach Production

The article explains how Spec‑Driven Development (SDD) transforms AI‑generated code from risky demos into production‑ready features by defining executable specifications, enforcing review, injecting context, and automating verification, illustrated with a concrete order‑export example.

AI codingSpec-Driven Developmentautomation
0 likes · 17 min read
Why AI‑Driven Development Must Be Spec‑Driven to Reach Production
Ops Community
Ops Community
May 10, 2026 · Operations

Stop Manually SSHing Servers: Practical Ansible Playbook Examples

This article explains how Ansible automates repetitive operations such as bulk software installation, configuration changes, service restarts, application deployment, and log collection, guiding readers through installation, core concepts, inventory setup, common modules, multiple real‑world Playbooks, role organization, Vault security, troubleshooting, and best‑practice risk warnings.

Configuration ManagementDevOpsPlaybook
0 likes · 31 min read
Stop Manually SSHing Servers: Practical Ansible Playbook Examples
Geek Labs
Geek Labs
May 10, 2026 · Operations

Four Open‑Source YouTube Tools for Downloading, Editing, and Archiving

This article reviews four open‑source projects that together cover YouTube downloading (yt‑dlp), AI‑powered clipping (Youtube‑clipper‑skill), a web‑based precise cutter (retrogtx/youtube‑clipper), and GitHub Actions automated archiving (nikzad‑avasam/youtube‑dl), detailing their features, installation steps, and ideal user scenarios.

AI EditingGitHub ActionsOpen Source
0 likes · 8 min read
Four Open‑Source YouTube Tools for Downloading, Editing, and Archiving
FunTester
FunTester
May 9, 2026 · Industry Insights

Why ATMs Didn't Kill Bank Tellers—and AI Won't Erase Test Engineers

The article debunks the myth that automation eliminates jobs by tracing the ATM era, three waves of software testing evolution, and current AI trends, showing that repetitive tasks disappear while roles requiring judgment and context shift and expand.

AIATMsautomation
0 likes · 10 min read
Why ATMs Didn't Kill Bank Tellers—and AI Won't Erase Test Engineers
Black & White Path
Black & White Path
May 9, 2026 · Information Security

AutoPentestX: An Automated Linux Penetration Testing Toolkit for Faster Red‑Team Assessments

AutoPentestX is an open‑source, Linux‑focused automated penetration testing framework that integrates tools like Nmap, Nikto, SQLMap and Metasploit into a single command workflow, stores results in SQLite, generates detailed PDF reports, and includes installation, usage instructions, legal compliance notes, and future development plans.

LinuxMetasploitOpen Source
0 likes · 7 min read
AutoPentestX: An Automated Linux Penetration Testing Toolkit for Faster Red‑Team Assessments
Shuge Unlimited
Shuge Unlimited
May 9, 2026 · Operations

OpenSpec Deep Dive: 4‑Step Review and 5 Upgrades to Make AI‑Generated Code Run Correctly

This article dissects OpenSpec’s four‑step AI programming workflow, exposing why completing the process often still yields buggy code, and proposes five concrete upgrades—including spec reviews, atomic task checks, runtime verification, TDD practices, and archive gate‑keeping—to close the quality gap.

AI programmingOpenSpecTest‑Driven Development
0 likes · 16 min read
OpenSpec Deep Dive: 4‑Step Review and 5 Upgrades to Make AI‑Generated Code Run Correctly
AI Engineering
AI Engineering
May 9, 2026 · Artificial Intelligence

Run GPT‑5.5 from the Terminal with a Single OpenAI CLI Command

OpenAI has open‑sourced the Apache‑2.0 licensed openai‑cli, which can be installed via Homebrew or Go and lets users invoke models such as GPT‑5.5 directly from the command line, outputting structured JSON/YAML and supporting piping, file arguments, and built‑in GJSON filtering, streamlining AI workflows without writing SDK code.

AICLIGPT-5.5
0 likes · 5 min read
Run GPT‑5.5 from the Terminal with a Single OpenAI CLI Command
AI Explorer
AI Explorer
May 7, 2026 · Artificial Intelligence

Goose Open‑Source AI Agent: A Desktop Assistant That Goes Beyond Code

Goose is an open‑source, Rust‑based AI agent that runs locally, handling the entire development workflow—from installing dependencies to running tests—while supporting 15+ LLM providers via the ACP protocol and offering desktop, CLI, and API interfaces for developers, analysts, and ops engineers.

AI agentGooseLLM
0 likes · 6 min read
Goose Open‑Source AI Agent: A Desktop Assistant That Goes Beyond Code
Java Tech Enthusiast
Java Tech Enthusiast
May 7, 2026 · Artificial Intelligence

Is Traditional Hand‑Coding Dead? ClaudeCode Founder Says He’ll Almost Stop Writing Code by 2026

In a recent interview, ClaudeCode founder Boris Cherny declares that coding has been solved, showing how AI now writes most of the code, automates PR reviews, schedules self‑healing loops, and predicts a future where software development becomes a universal skill despite current limits with legacy code.

AI agentsAI codingClaude AI
0 likes · 6 min read
Is Traditional Hand‑Coding Dead? ClaudeCode Founder Says He’ll Almost Stop Writing Code by 2026
Wuming AI
Wuming AI
May 6, 2026 · Artificial Intelligence

5 Must‑Try AI Skills: Find One That Fits or Build Your Own

The article recommends five versatile AI Skills—find-skills, skill-creator, skill-vetter, dokobot, and superpowers—explaining their use cases, installation commands, and how they help automate workflows, while encouraging readers to create custom Skills when none match their needs.

AIOpen Sourceautomation
0 likes · 11 min read
5 Must‑Try AI Skills: Find One That Fits or Build Your Own
SuanNi
SuanNi
May 5, 2026 · Artificial Intelligence

Anthropic Co‑Founder Predicts 60% Chance AI Will Self‑Develop the Next‑Gen Model by End‑2028

Jack Clark’s Import AI analysis forecasts that, based on accelerating benchmark scores such as SWE‑Bench and METR, there is a 60% probability that by the end of 2028 AI systems will be able to autonomously design and train the next generation of more capable models, reshaping research, economics, and alignment challenges.

AI alignmentAI benchmarksAI economics
0 likes · 15 min read
Anthropic Co‑Founder Predicts 60% Chance AI Will Self‑Develop the Next‑Gen Model by End‑2028
Architect's Ambition
Architect's Ambition
May 5, 2026 · Operations

OpenClaw vs Hermes: Static Control vs Dynamic Evolution—Which Should You Choose?

The article compares OpenClaw, a manually configured, fully controllable automation tool, with Hermes Agent, an automatically self‑evolving agent, detailing their design philosophies, learning mechanisms, pros and cons, and provides a decision matrix and best‑practice recommendation to use them together for optimal efficiency.

Hermes AgentOpenClawautomation
0 likes · 8 min read
OpenClaw vs Hermes: Static Control vs Dynamic Evolution—Which Should You Choose?
ITPUB
ITPUB
May 5, 2026 · Operations

Auto‑Show CPU, Memory, and Disk Usage on Linux Login with a Single Script

This article provides a ready‑to‑use Bash script that, when placed in a system‑wide or user profile directory, automatically displays hostname, uptime, load average, IP address, CPU and memory usage, and disk mount statistics each time you log into a Linux server, along with color‑coded formatting and customization tips.

BashLinuxautomation
0 likes · 6 min read
Auto‑Show CPU, Memory, and Disk Usage on Linux Login with a Single Script
AI Architecture Path
AI Architecture Path
May 5, 2026 · Artificial Intelligence

OpenAI’s Symphony Automates AI Coding Tasks – 7×24 Execution and 500% PR Boost

OpenAI’s open‑source Symphony re‑imagines AI‑assisted coding by turning Linear issue boards into autonomous Agent workspaces that run 24/7, letting engineers focus on task definition and result approval while delivering up to a 500 % increase in merged PRs and dramatically lowering the barrier to AI‑generated code.

AI agentsCodexGitHub
0 likes · 14 min read
OpenAI’s Symphony Automates AI Coding Tasks – 7×24 Execution and 500% PR Boost
FunTester
FunTester
May 4, 2026 · Industry Insights

How AI Amplifies the Matthew Effect: Why the Strong Get Stronger

AI speeds up output but also widens existing skill gaps, turning capable users into fast decision‑makers while leaving others with vague results; the article explains how AI acts as an amplifier, why basic tasks disappear, and what abilities are needed to stay valuable.

AIautomationcareer development
0 likes · 9 min read
How AI Amplifies the Matthew Effect: Why the Strong Get Stronger
21CTO
21CTO
May 4, 2026 · Industry Insights

Chinese Court Rules AI‑Driven Job Replacement Cannot Justify Dismissal

A Hangzhou court ruled that firing an employee because artificial intelligence can perform the same tasks is illegal, ordering the company to pay over 260,000 RMB in compensation and establishing a legal precedent that AI substitution alone does not constitute a valid reason for termination.

AIChinaCourt Case
0 likes · 5 min read
Chinese Court Rules AI‑Driven Job Replacement Cannot Justify Dismissal
Java Tech Enthusiast
Java Tech Enthusiast
May 3, 2026 · Artificial Intelligence

How a 100k‑Star CLAUDE.md Rule File Eliminates Common AI Coding Bad Habits

The CLAUDE.md rule file, now with over 100k stars on GitHub, defines four concise principles that guide AI coding assistants like Claude Code and Cursor to think before coding, stay simple, make surgical changes, and execute goal‑driven verification, dramatically improving code quality and developer efficiency.

AI coding assistantCLAUDE.mdClaude
0 likes · 7 min read
How a 100k‑Star CLAUDE.md Rule File Eliminates Common AI Coding Bad Habits
Black & White Path
Black & White Path
May 3, 2026 · Information Security

Pentest‑AI: One‑Command, Fully Automated Penetration Testing in 4 Minutes

Pentest‑AI is an MIT‑licensed, locally‑run framework that automates reconnaissance, authentication, vulnerability chaining, PoC validation, and report generation for web, AD, cloud, and more, delivering a client‑ready Markdown/HTML/PDF/SARIF report in about four minutes with a single command.

AI securityCI/CD integrationOpen Source
0 likes · 10 min read
Pentest‑AI: One‑Command, Fully Automated Penetration Testing in 4 Minutes
Old Meng AI Explorer
Old Meng AI Explorer
May 2, 2026 · Artificial Intelligence

Mastering Claude Code: A Complete Beginner‑to‑Expert Guide

This article provides a comprehensive walkthrough of Claude Code, covering its core capabilities, cross‑platform installation, login methods, basic commands, advanced features like hooks and MCP, a detailed comparison with GitHub Copilot, best‑practice prompts, and FAQs, enabling developers to boost productivity with an AI‑driven terminal assistant.

AI coding assistantCLIClaude Code
0 likes · 16 min read
Mastering Claude Code: A Complete Beginner‑to‑Expert Guide
Smart Workplace Lab
Smart Workplace Lab
May 2, 2026 · Industry Insights

Prompt Engineer Layoffs: How to Re‑Engineer Your Career Path

As large language models mature, prompt‑writing roles are disappearing, prompting engineers to shift from crafting prompts to designing end‑to‑end AI workflows; this article outlines a three‑step system‑reconstruction protocol, common pitfalls, and practical guidelines for transitioning into workflow architecture.

AI workflowLLMSystem Design
0 likes · 6 min read
Prompt Engineer Layoffs: How to Re‑Engineer Your Career Path
Black & White Path
Black & White Path
May 2, 2026 · Information Security

Phalanx: An Open‑Source Autonomous Pentesting Assistant for Kali Linux

Phalanx is an open‑source, polyglot‑based automation framework for Kali Linux that coordinates Python, Bash and other scripts, provides a planner, engine and reporting modules, integrates with tools like Nmap and Metasploit, and generates traceable logs for efficient and flexible penetration testing.

Kali LinuxOpen Sourceautomation
0 likes · 4 min read
Phalanx: An Open‑Source Autonomous Pentesting Assistant for Kali Linux
Test Development Learning Exchange
Test Development Learning Exchange
May 1, 2026 · Backend Development

20 Essential Python API Testing Skills: From Manual to AI‑Powered Automation

This guide presents 20 practical Python skills for API testing, covering basic request handling, pytest fixtures, JSON validation, database helpers, framework abstraction, dynamic data generation, Allure reporting, CI pipeline integration, AI‑driven test case creation, intelligent retries, performance and security testing, and engineering best practices to transform manual testing into an intelligent, automated workflow.

AIAPI testingAllure
0 likes · 14 min read
20 Essential Python API Testing Skills: From Manual to AI‑Powered Automation