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3550 articles · Page 1 of 36
SpringMeng
SpringMeng
Oct 4, 2026 · Industry Insights

When AI Vanishes: A Programmer's Rural Wake-Up Call on Code vs. Judgment

The author contrasts the AI-saturated tech world with the irreversible, non-generative reality of rural life, arguing that programmers should leverage AI to build sellable products rather than sell time via outsourcing, and must deepen fundamental judgment skills because AI lowers coding barriers but raises the bar for professional discernment.

AI impactautomationfundamentals
0 likes · 14 min read
When AI Vanishes: A Programmer's Rural Wake-Up Call on Code vs. Judgment
Random Bulletin
Random Bulletin
Sep 24, 2026 · Operations

Second-Level Fault Mitigation at 10M QPS: From Minutes to Seconds

This article details how to achieve second-level fault mitigation in 10M QPS systems by building a closed-loop control system with layered signals, tiered actions, independent control planes, pre-authorized automation, automated verification, blast radius management, and progressive drills, moving beyond manual response to automated risk convergence.

MTTMSREautomation
0 likes · 38 min read
Second-Level Fault Mitigation at 10M QPS: From Minutes to Seconds
Linux Tech Enthusiast
Linux Tech Enthusiast
Sep 24, 2026 · Operations

18 Production-Ready Shell Scripts for Daily Sysadmin Tasks

This article presents 18 practical shell scripts for common system administration tasks including file consistency checks, log rotation, network traffic monitoring, FTP downloads, user input validation, Nginx 502 error auto-recovery, port scanning, batch file renaming, IP blocking, and IP address validation.

automationbashfile operations
0 likes · 36 min read
18 Production-Ready Shell Scripts for Daily Sysadmin Tasks
Golang Shines
Golang Shines
Sep 19, 2026 · Operations

SEAL Methodology for Production Troubleshooting: Veteran Ops Toolbox & Case Studies

A 10-year operations veteran shares the SEAL troubleshooting framework (Symptom, Environment, Analysis, Location), a curated toolbox (Prometheus, ELK, perf, tcpdump), real-world case studies (Redis avalanche, MySQL slow queries), incident grading, automation scripts, performance tuning, container/Kubernetes diagnostics, monitoring models, chaos engineering, and AIOps trends.

AIOpsOperationsPerformance Optimization
0 likes · 20 min read
SEAL Methodology for Production Troubleshooting: Veteran Ops Toolbox & Case Studies
php Courses
php Courses
Sep 17, 2026 · Backend Development

AI-Powered Laravel Pre-Commit Review: route:list, Staged Diff & Custom Prompts

This tutorial shows how to set up an AI-assisted pre-commit code review for Laravel projects by exporting environment details, route lists, and staged diffs into a structured prompt that checks for missing authentication, validation, transactions, queue retries, cache conflicts, and test coverage.

AI code reviewLaravelautomation
0 likes · 4 min read
AI-Powered Laravel Pre-Commit Review: route:list, Staged Diff & Custom Prompts
Random Bulletin
Random Bulletin
Sep 15, 2026 · Operations

Structured Incident Response at 10M QPS: From Random to Process-Driven

This article details a comprehensive framework for transforming ad-hoc incident response into a structured, repeatable process for high-concurrency systems, covering incident state machines, role definitions, severity grading, first 15-minute checklists, timeline management, automation, blameless postmortems, and evolutionary stages from visibility to organizational learning.

Operationsautomationblameless culture
0 likes · 30 min read
Structured Incident Response at 10M QPS: From Random to Process-Driven
Architecture Digest
Architecture Digest
Sep 12, 2026 · Artificial Intelligence

CrewAI: 57k-Star Multi-Agent Framework for Complex Task Automation

CrewAI is a 57k-star open-source multi-agent framework that orchestrates role-based AI agents (researcher, writer, reviewer) via sequential or hierarchical processes, adds tooling, memory, human-in-the-loop, observability, and introduces Flows for deterministic control alongside autonomous Crews.

AI agentsCrewAIFlows
0 likes · 14 min read
CrewAI: 57k-Star Multi-Agent Framework for Complex Task Automation
ITPUB
ITPUB
Sep 11, 2026 · R&D Management

From DBA to Tech Lead: Wang Le on Database Migration, Platform Engineering, and Open Source Growth

Vivo database lead Wang Le shares a decade of experience spanning Oracle-to-MySQL migration, domestic database replacement, gh-ost bug fixes, and building automation platforms, revealing how DBAs can evolve into technical leaders through continuous learning and long-term thinking.

DBA Career GrowthDomestic Database ReplacementOpen Source Contribution
0 likes · 18 min read
From DBA to Tech Lead: Wang Le on Database Migration, Platform Engineering, and Open Source Growth
Frontline Investigation
Frontline Investigation
Sep 6, 2026 · Operations

Why Smoother Automation Makes Exception Handoffs Harder

This article explores how highly automated workflows isolate exceptions, stripping context needed for human judgment, and argues for designing exception handoffs as structured re-judgment tasks with complete context packages, proper human placement at decision forks, and metrics focused on recovery quality rather than failure rates.

NIST AI RMFRPARule Engine
0 likes · 13 min read
Why Smoother Automation Makes Exception Handoffs Harder
Java Architect Essentials
Java Architect Essentials
Sep 5, 2026 · R&D Management

Codex Research Skills: When They Pay Off (and When They Don't)

The article argues that investing time in creating Codex research skills is worthwhile only for repetitive tasks like weekly paper tracking, experiment reproduction, and team onboarding, advising researchers to start small, validate with real runs, and prioritize traceability over automation speed.

AI-assisted researchCodexautomation
0 likes · 4 min read
Codex Research Skills: When They Pay Off (and When They Don't)
Advanced AI Application Practice
Advanced AI Application Practice
Sep 4, 2026 · Industry Insights

AI Automates Embodied Data Annotation Pipelines: From Human Labelers to Model Factories

The article analyzes how Chinese robotics firm Xinghaitu uses Gemini, Doubao, and SAM3 to automate embodied data annotation pipelines, detailing the multi-step process from video segmentation to trajectory projection, and discusses the shift of human roles to quality control, the risk of instruction-trajectory mismatch poisoning VLA models, and four capabilities annotation companies must build.

VLA modelsautomationdata annotation
0 likes · 14 min read
AI Automates Embodied Data Annotation Pipelines: From Human Labelers to Model Factories
Golang Shines
Golang Shines
Sep 3, 2026 · Operations

Beyond Linux: 10 Skills That Define Senior Operations Engineers

An experienced operations engineer shares the key skills that differentiate senior professionals, including troubleshooting methodology, automation, cloud-native technologies, monitoring systems, security practices, business alignment, SRE principles, AI-assisted operations, and continuous learning, emphasizing that Linux is merely the foundation.

AI operationsCloud NativeLinux
0 likes · 12 min read
Beyond Linux: 10 Skills That Define Senior Operations Engineers
Random Bulletin
Random Bulletin
Sep 2, 2026 · Operations

Automating Root‑Cause Analysis for Million‑QPS Systems: From Manual to AI‑Assisted

When a transaction‑success rate dropped at 02:13 AM and 186 alerts flooded the on‑call channel, engineers struggled to piece together fragmented evidence, highlighting why manual root‑cause analysis is slow at scale and how an evidence‑driven automated pipeline can narrow investigation space, rank candidates with confidence, and keep humans in the loop for safe remediation.

Root Cause Analysisautomationincident response
0 likes · 26 min read
Automating Root‑Cause Analysis for Million‑QPS Systems: From Manual to AI‑Assisted
Java Tech Enthusiast
Java Tech Enthusiast
Sep 1, 2026 · Artificial Intelligence

How to Safely Use Claude Code: Prevent Dangerous Commands with Hooks

This guide explains how Claude Code’s powerful automation can unintentionally run risky commands and shows how to use Hooks—configurable event‑driven scripts—to enforce safety checks, format code, send notifications, and debug issues across the Claude Code workflow.

AIClaude CodeHooks
0 likes · 26 min read
How to Safely Use Claude Code: Prevent Dangerous Commands with Hooks
DataFunTalk
DataFunTalk
Sep 1, 2026 · Big Data

From Three Months to Two Weeks: DataWorks Data Agent Revamps Xinfēi Technology’s Multi‑Country Data‑Warehouse Delivery

Xinfēi Technology, a fintech data‑intelligence provider, cut its multi‑country data‑warehouse rollout from three months to about two weeks by adopting Alibaba Cloud’s DataWorks Data Agent, which unified data ingestion, task development, quality configuration, lineage analysis and release verification, introduced Skills and an enterprise semantic layer, and achieved up to six‑fold efficiency gains across ODS, DWD, DWS, DQC and reporting.

Data AgentDataWorksEnterprise Semantic Layer
0 likes · 10 min read
From Three Months to Two Weeks: DataWorks Data Agent Revamps Xinfēi Technology’s Multi‑Country Data‑Warehouse Delivery
Geek Labs
Geek Labs
Sep 1, 2026 · Operations

Run Multiple AI Agents Parallelly Without File Conflicts – Worktrunk Makes Git Worktree as Easy as Branches

Worktrunk, a Rust‑based CLI tool, streamlines Git worktree management so each AI coding agent can work in its own isolated directory, eliminating file‑level conflicts and simplifying the full lifecycle—from creation and parallel execution to merging, cleanup, and advanced features like hooks, shared caches, and AI‑generated commit messages.

AI agentsCLI toolGit
0 likes · 12 min read
Run Multiple AI Agents Parallelly Without File Conflicts – Worktrunk Makes Git Worktree as Easy as Branches
dbaplus Community
dbaplus Community
Aug 30, 2026 · Artificial Intelligence

Cut Alert Troubleshooting Time by 80% with LLM Agents: A Full Technical Walkthrough

The article details how an LLM‑driven Troubleshooter system automates data collection, root‑cause analysis, and recommendation generation for alerts, slashing median investigation time from about 20 minutes to 4.4 minutes across 11 services and over ten alert types, and presents architecture, tool design, observability, a real‑world case, performance metrics, and future roadmap.

Alert TroubleshootingLLMReAct agent
0 likes · 17 min read
Cut Alert Troubleshooting Time by 80% with LLM Agents: A Full Technical Walkthrough
Architect
Architect
Aug 29, 2026 · Artificial Intelligence

Understanding the Difference Between /loop and /goal in Claude Code Agents

The article analyzes Claude Code’s /loop and /goal commands, explaining how /loop schedules recurring checks while /goal defines completion criteria, detailing their syntax, durability options, state management, failure handling, and practical use cases for automating SDK upgrades, PR creation, and CI monitoring, and discusses how agent architecture should evolve as models become more capable.

AgentClaude CodeGoal
0 likes · 17 min read
Understanding the Difference Between /loop and /goal in Claude Code Agents
IT Services Circle
IT Services Circle
Aug 29, 2026 · Artificial Intelligence

Preventing Claude Code from Running Dangerous Commands: Hook Strategies and CLAUDE.md

Claude Code can automate code edits, run commands, and modify files, but its powerful capabilities risk unintended actions; this article explains how to use Hooks—configurable event handlers such as Notification, PostToolUse, and PreToolUse—to enforce formatting, block risky commands, and require permission checks, ensuring safe and reliable AI‑assisted development.

Claude CodeHooksNotification
0 likes · 30 min read
Preventing Claude Code from Running Dangerous Commands: Hook Strategies and CLAUDE.md
Old Zhang's AI Learning
Old Zhang's AI Learning
Aug 29, 2026 · Artificial Intelligence

ChatGPT's Computer History: AI That Watches Your Workflow and Writes Automations

ChatGPT's new Computer History feature on macOS captures clicks, keystrokes, and app switches via Accessibility API, builds a searchable timeline, summarizes activity into local markdown memories, and suggests automations for repetitive tasks—available only to Pro, Business, and Enterprise users with granular privacy controls and notable prompt-injection risks.

AI agentsAccessibility APIChatGPT
0 likes · 10 min read
ChatGPT's Computer History: AI That Watches Your Workflow and Writes Automations
PaperAgent
PaperAgent
Aug 29, 2026 · Artificial Intelligence

Automating Academic Literature Reviews with Doubao Work’s AI Agent

The author demonstrates how Doubao Work’s AI Agent can fully automate the academic literature review pipeline—searching arXiv, classifying papers, generating Excel tables, creating visualizations with matplotlib, and drafting a structured review—across desktop, web, and mobile, cutting hours of manual work to minutes.

AIAgentDoubao
0 likes · 8 min read
Automating Academic Literature Reviews with Doubao Work’s AI Agent
Top Architecture Tech Stack
Top Architecture Tech Stack
Aug 27, 2026 · R&D Management

When Claude Writes 80% of Code, How to Redesign the Software Development Process

Anthropic discovered that Claude now generates about 80% of their code, turning traditional development bottlenecks into new challenges, so they created an AI‑Native SDLC Playbook that restructures the entire delivery pipeline into a traceable, reviewable, rollback‑able, and continuously improvable closed loop across six stages.

AIClaudeDevOps
0 likes · 16 min read
When Claude Writes 80% of Code, How to Redesign the Software Development Process
SpringMeng
SpringMeng
Aug 25, 2026 · Artificial Intelligence

Is DeepSeek Harness Really That Powerful? A Full Installation and Hands‑On Test

The article walks through installing DeepSeek Harness with a single command, configuring a model, using its standard agent mode to automatically build a Vue‑based Markdown editor, observing the execution trace, iterating on minor UI issues, and concluding that the plugin‑centric framework delivers a functional end‑to‑end solution with minimal manual effort.

AI AgentDeepSeek HarnessMarkdown Editor
0 likes · 8 min read
Is DeepSeek Harness Really That Powerful? A Full Installation and Hands‑On Test
Black & White Path
Black & White Path
Aug 25, 2026 · Information Security

Bot and Fraud Detection Complete Guide: Dissecting a Six‑Layer Defense System

The article breaks down bot and fraud detection into a six‑layer onion model, explains the distinction between bots (automation) and fraud (intent), compares manual and automated abuse, and details concrete technical checks—from browser flags and anti‑detection engines to network fingerprints, behavioral biometrics, and business‑logic analysis—illustrated with code snippets, timing attacks, and real‑world examples.

Web Securityanti-botanti‑detection engine
0 likes · 28 min read
Bot and Fraud Detection Complete Guide: Dissecting a Six‑Layer Defense System
21CTO
21CTO
Aug 24, 2026 · Industry Insights

How AI Is Disrupting the Engineer Growth Ladder from Junior to Senior

Alasdair Allen argues that AI automation is eroding the traditional learning steps for junior engineers, limiting skill development, while also exposing AI's shortcomings in handling complex code, ultimately threatening the long‑term talent pipeline for software development.

AIautomationcareer development
0 likes · 10 min read
How AI Is Disrupting the Engineer Growth Ladder from Junior to Senior
Linyb Geek Road
Linyb Geek Road
Aug 22, 2026 · Artificial Intelligence

A Comprehensive Panorama of AI Agent Enhancement Tools

This article categorizes and reviews dozens of AI Agent enhancement tools—from reasoning assistants and coding helpers to browser automation, DevOps integrations, knowledge management, UI polishing, academic research aids, and security scanners—detailing each tool's core functions, recommended use cases, and repository links.

AI AgentDevOpsTool Enhancement
0 likes · 16 min read
A Comprehensive Panorama of AI Agent Enhancement Tools
JD Tech
JD Tech
Aug 21, 2026 · Operations

How AI Digital Employee “Nüwa” Cuts P1 Incident MTTR from Hours to Minutes

The article presents Nüwa, an AI‑powered digital employee that automates the entire incident‑to‑release loop—alert detection, log retrieval, root‑cause analysis, AST‑level code fixing, MR creation and deployment—reducing P1 MTTR from hours to minutes and cutting human effort by up to 90% through detailed workflow steps and quantitative comparisons.

AIChatOpsCode Repair
0 likes · 13 min read
How AI Digital Employee “Nüwa” Cuts P1 Incident MTTR from Hours to Minutes
Machine Heart
Machine Heart
Aug 21, 2026 · Artificial Intelligence

Bohr Science Space Automates Research ‘Heavy Lifting’ to Free Scientists’ Time

Bohr Science Space provides a desktop‑integrated AI research assistant that automates literature mining, hypothesis generation, experiment design, computation, data analysis, and manuscript drafting, enabling scientists to focus on creative questions while the platform’s multimodal knowledge engine, SciX orchestration, and domain‑specific masters (BioMaster, PharmMaster, MatMaster) deliver end‑to‑end workflow support with reported accuracies above 98% and a 98.8% task success rate.

AI researchDrug discoveryScientific workflow
0 likes · 13 min read
Bohr Science Space Automates Research ‘Heavy Lifting’ to Free Scientists’ Time
Woodpecker Software Testing
Woodpecker Software Testing
Aug 21, 2026 · Product Management

Automation vs Traditional A/B Testing in 2026: Who Wins the Speed Race?

In 2026, AI‑powered A/B testing platforms compress the experiment lifecycle from weeks to minutes by automating hypothesis generation, SDK deployment, federated data fusion, and Bayesian stopping, while also introducing multi‑layer statistical safeguards and organization‑wide Experiment‑as‑a‑Service, fundamentally reshaping product experimentation compared to traditional manual workflows.

A/B testingAIautomation
0 likes · 8 min read
Automation vs Traditional A/B Testing in 2026: Who Wins the Speed Race?
JavaGuide
JavaGuide
Aug 20, 2026 · Artificial Intelligence

OpenHands: A Unified Console for AI Coding Agents (84.5K★ on GitHub)

OpenHands provides a self‑hosted Agent Canvas that consolidates multiple AI coding agents such as Codex, Claude Code, Gemini CLI and DeepSeek Harness into a single web UI, supporting customizable backends, automation via GitHub and Slack, and extensible MCP/Skills for seamless development workflows.

AI coding agentsAgent CanvasDocker
0 likes · 13 min read
OpenHands: A Unified Console for AI Coding Agents (84.5K★ on GitHub)
Linux Tech Enthusiast
Linux Tech Enthusiast
Aug 20, 2026 · Operations

Which Linux Compression Tool Is Best? Full Comparison of tar, gzip, and zip with Practical Guides

This comprehensive guide examines Linux compression and decompression, comparing tar, gzip, and zip in depth, covering algorithm fundamentals, performance benchmarks, practical command examples, automation scripts, security considerations, and best‑practice recommendations to help engineers choose the optimal tool for backup, deployment, and data transfer tasks.

CompressionGZIPLinux
0 likes · 32 min read
Which Linux Compression Tool Is Best? Full Comparison of tar, gzip, and zip with Practical Guides
Efficient Ops
Efficient Ops
Aug 19, 2026 · Operations

8 Must-Have MCP Ops Components That Dramatically Boost Efficiency

The article introduces eight essential MCP components—Grafana, Jenkins, K8s, Playwright, GitHub, Zabbix, Prometheus, and Alibaba Cloud—detailing how each enhances monitoring, automation, resource management, and performance optimization to cut fault‑resolution time, lower manual effort, and improve system stability.

GrafanaKubernetesMCP
0 likes · 7 min read
8 Must-Have MCP Ops Components That Dramatically Boost Efficiency
Old Zhang's AI Learning
Old Zhang's AI Learning
Aug 19, 2026 · Artificial Intelligence

Building an Open‑Source AI Bookkeeping Skill for Codex/WorkBuddy and Feishu CLI

The author created a set of four AI‑driven bookkeeping Skills that let users record, query, and generate monthly HTML reports with a single natural‑language command in WeChat, Codex, WorkBuddy or TraeWork, storing data locally in SQLite and in Feishu multidimensional tables, and released the whole solution as open source.

AICodexFeishu
0 likes · 7 min read
Building an Open‑Source AI Bookkeeping Skill for Codex/WorkBuddy and Feishu CLI
Woodpecker Software Testing
Woodpecker Software Testing
Aug 19, 2026 · Artificial Intelligence

Multimodal Testing in Practice: A New Paradigm for Next‑Gen Automation

The article explains how multimodal testing expands traditional automation by synchronously capturing vision, audio, text, sensor and biometric data, detailing concrete use cases, technical stacks, quantitative results, and four engineering challenges with practical solutions for building a digital twin of user interactions.

AI testingaccessibilityautomation
0 likes · 9 min read
Multimodal Testing in Practice: A New Paradigm for Next‑Gen Automation
Subtle Storm
Subtle Storm
Aug 19, 2026 · Industry Insights

Why AI Is Not Just a Trend but a New Era of Information Work

The author argues that AI is not a fleeting hype wave but a transformative era that reshapes how we process information, lowering technical barriers and enabling anyone to create software, with real‑world examples showing its impact across diverse professions.

AIautomationera shift
0 likes · 7 min read
Why AI Is Not Just a Trend but a New Era of Information Work
MeowKitty Programming
MeowKitty Programming
Aug 18, 2026 · Backend Development

When AI Writes Whole Projects, What Jobs Remain for Java Backend Developers?

After an AI mistakenly removed three reflection‑based Spring beans from a 5,000‑line service, the author reflects on how AI‑driven code generation is reshaping Java backend roles—from writing code to focusing on architecture, requirements, and AI‑orchestrated testing—highlighting recent survey data and upcoming Spring AI 2.0 features.

AI code generationBackend DevelopmentJava
0 likes · 5 min read
When AI Writes Whole Projects, What Jobs Remain for Java Backend Developers?
ITPUB
ITPUB
Aug 18, 2026 · Artificial Intelligence

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

This guide walks you through the concept of AI Agent Skills, from the fundamentals of progressive loading and YAML front‑matter to practical steps for creating, publishing, installing, and managing Skills across platforms, while highlighting best practices, versioning challenges, and emerging self‑improvement techniques.

AI AgentDevOpsSkill Development
0 likes · 23 min read
Redefining Skill Development: A Complete Tutorial and One‑Stop Assistant
JavaGuide
JavaGuide
Aug 18, 2026 · Cloud Native

When GitHub Crashed, Cursor Launches Its Own GitHub‑Like Platform

The article recounts a massive GitHub outage, then details Cursor's early‑beta Origin platform—its features, GitHub‑mirroring workflow, integration with Cloud Agent and Automations, performance claims, current limitations, and practical guidance for developers considering a switch.

CursorGitHubOrigin
0 likes · 12 min read
When GitHub Crashed, Cursor Launches Its Own GitHub‑Like Platform
AI Engineering
AI Engineering
Aug 18, 2026 · Artificial Intelligence

How macOS Harness Lets an LLM Write Code and Control Your Entire Mac

macOS Harness is an open‑source project that gives a persistent Python process to a large language model, exposing six primitive actions so the model can see the screen, type, click, read accessibility trees, run AppleScript, and write custom Python logic to automate virtually any macOS task.

AppleScriptLLMPython
0 likes · 3 min read
How macOS Harness Lets an LLM Write Code and Control Your Entire Mac
Linux Tech Enthusiast
Linux Tech Enthusiast
Aug 18, 2026 · Operations

Production Incident Troubleshooting Framework and Toolbox: Veteran Ops Engineer’s Real‑World Tips

A seasoned operations veteran shares a step‑by‑step incident‑response workflow, the SEAL troubleshooting methodology, essential monitoring and debugging tools, real‑world case studies, automated scripts, and best‑practice guidelines to help engineers quickly diagnose and resolve production outages.

LinuxOperationsautomation
0 likes · 16 min read
Production Incident Troubleshooting Framework and Toolbox: Veteran Ops Engineer’s Real‑World Tips
Architect's Guide
Architect's Guide
Aug 18, 2026 · Backend Development

Boost CRUD Development Speed 100× with This Open‑Source Code Generator

Manually creating entity classes, CRUD interfaces and SQL for dozens of tables can consume dozens of hours, so the author built an open‑source tool that automatically generates the full backend stack—from table definition to Java models, MyBatis mappers, services and controllers—dramatically accelerating development.

BackendCRUDCode Generation
0 likes · 17 min read
Boost CRUD Development Speed 100× with This Open‑Source Code Generator
Architect
Architect
Aug 17, 2026 · Operations

Choosing DSH Plugins: From Architecture Layers to Agent Workflows

With a growing ecosystem of DSH plugins—from simple file path helpers to vision toolkits and automation workflows—this article outlines a pragmatic selection order, explains the four architectural layers each plugin touches, and highlights the hidden dependencies, data persistence, permission and failure‑recovery issues you must evaluate before installing.

Agent WorkflowDSHautomation
0 likes · 16 min read
Choosing DSH Plugins: From Architecture Layers to Agent Workflows
ITPUB
ITPUB
Aug 17, 2026 · Databases

How a Veteran DBA Tackles Financial Multi‑Database and Big Data Architecture

In this interview, senior DBA Yao Wei shares over a decade of hands‑on experience designing, testing, and operating heterogeneous database ecosystems for retail, internet, and financial services, detailing pre‑emptive DBA involvement, compatibility pitfalls, high‑availability strategies, automated validation pipelines, and migration to domestic databases.

CDCautomationdata migration
0 likes · 32 min read
How a Veteran DBA Tackles Financial Multi‑Database and Big Data Architecture
Qunar Tech Salon
Qunar Tech Salon
Aug 17, 2026 · Frontend Development

How Qunar Implements AI‑Driven End‑to‑End Front‑End Delivery

The article details Qunar's engineering practice of using AI agents to automate the entire front‑end delivery pipeline—from multi‑modal requirement input and design‑to‑code conversion, through real‑device testing and integration, to state recovery, decision persistence, and knowledge compounding—highlighting challenges, solutions, and future improvement directions.

AIFront-endMulti-agent
0 likes · 19 min read
How Qunar Implements AI‑Driven End‑to‑End Front‑End Delivery
Linyb Geek Road
Linyb Geek Road
Aug 17, 2026 · Artificial Intelligence

Choosing the Right AI Harness: A Guide for Engineers and Everyday Users

This article explains what an AI harness is, compares ready‑made and DIY options, categorises three main harness types, and provides an eight‑point checklist—including context management, memory, protocol support, standards, model flexibility, remote access, debugging, and hackability—to help both engineers and non‑technical users select the most suitable solution.

AI HarnessLLM IntegrationPerformance
0 likes · 14 min read
Choosing the Right AI Harness: A Guide for Engineers and Everyday Users
Cloud Architecture
Cloud Architecture
Aug 15, 2026 · Cloud Native

Kubernetes Certificate Expiration Demystified: Incident Postmortem & 11‑Step Renewal Guide

The article analyzes a production outage caused by expired Kubernetes control‑plane certificates, explains why the failure cascades across components, and provides a detailed 11‑step procedure—including backup, certificate checks, etcd recovery, rolling restarts, and long‑term governance—to safely renew certificates in kubeadm‑based multi‑master clusters.

KubernetesOperationsautomation
0 likes · 37 min read
Kubernetes Certificate Expiration Demystified: Incident Postmortem & 11‑Step Renewal Guide
Machine Heart
Machine Heart
Aug 15, 2026 · Artificial Intelligence

Polaris: An Open‑Source AI Research Agent that Partners with You

Polaris is an open‑source, end‑to‑end AI research assistant from Zhejiang University that automates literature review, idea generation, experiment execution, and paper writing, while keeping humans in the loop for critical decisions, and offers a collaborative platform with extensible skills and external tool integration.

AI assistantAI researchPolaris
0 likes · 10 min read
Polaris: An Open‑Source AI Research Agent that Partners with You
IT Services Circle
IT Services Circle
Aug 14, 2026 · Fundamentals

Do You Still Need to Learn Programming in the Age of AI?

Even though AI tools can generate thousands of lines of code from a single prompt, ordinary people still need basic programming knowledge to understand the runtime environment, install dependencies, interpret errors, adjust generated code, and evaluate its correctness.

AIautomationcoding fundamentals
0 likes · 7 min read
Do You Still Need to Learn Programming in the Age of AI?
AndroidPub
AndroidPub
Aug 14, 2026 · Industry Insights

Will AI Replace Software Engineers? Look Beyond Just Writing Code

The article analyzes how AI can automate highly standardized coding tasks while the truly scarce abilities of software engineers—problem definition, strategic decision‑making, cross‑team influence, and responsibility for outcomes—remain irreplaceable, reshaping the profession’s value distribution.

AIRecruitmentautomation
0 likes · 12 min read
Will AI Replace Software Engineers? Look Beyond Just Writing Code
AI Step-by-Step
AI Step-by-Step
Aug 13, 2026 · Artificial Intelligence

6 Combo Techniques to Make Codex and Claude Code Truly Boost Efficiency

The article presents six concrete, step‑by‑step combos that let developers produce high‑quality code with Codex and Claude Code while enabling non‑technical teammates to save time and deliver verifiable results, covering new feature pipelines, automated reviews, large refactors, nightly automation, urgent bug fixes, and project hand‑over.

Claude CodeCodexLLM
0 likes · 6 min read
6 Combo Techniques to Make Codex and Claude Code Truly Boost Efficiency
Kuaishou Tech
Kuaishou Tech
Aug 13, 2026 · Industry Insights

How Six Kuaishou Engineering Teams Turned AI Into Real‑World Business Impact

The article examines how six Kuaishou engineering teams integrated AI across product, development, testing, e‑commerce, anti‑fraud and operations, using Agent‑First platforms and a Harness framework to convert individual coding speed gains into measurable organizational efficiency, merchant revenue growth, and faster risk detection.

AIAgentKuaishou
0 likes · 19 min read
How Six Kuaishou Engineering Teams Turned AI Into Real‑World Business Impact
IT Services Circle
IT Services Circle
Aug 13, 2026 · Artificial Intelligence

How a Simple Skill.md Earned 18K Stars by Making AI Say the Answer First

The open‑source i‑have‑adhd project, which has attracted over 18,000 GitHub stars, defines a Skill.md that forces AI coding assistants such as Claude Code, Codex, Qwen Code and Gemini CLI to place the answer up front, enumerate steps, report progress, and omit unnecessary chatter, with clear installation instructions and safety rules.

AI AssistantsClaude CodeCodex
0 likes · 5 min read
How a Simple Skill.md Earned 18K Stars by Making AI Say the Answer First
iQIYI Technical Product Team
iQIYI Technical Product Team
Aug 13, 2026 · R&D Management

Event‑Driven Development Automation: Turning Local Git Actions into Cross‑System Collaboration

This article describes how the SKILL framework captures native development events such as branch creation, commits, pushes, and merges, persists key task context, and automatically orchestrates actions across PMS, Lark, GitLab, CI/CD, PaaS and release‑management systems, dramatically reducing manual hand‑offs and cycle time.

AICI/CDDevOps
0 likes · 18 min read
Event‑Driven Development Automation: Turning Local Git Actions into Cross‑System Collaboration
Java Architect Essentials
Java Architect Essentials
Aug 12, 2026 · R&D Management

Why Longer Prompts Fail: Codex Team’s Four‑Layer Workflow Architecture

The article analyzes how overloading a single prompt with rules, methods, data, and timing leads to inefficiency, and proposes a four‑layer Codex workflow—AGENTS.md for long‑term rules, Skills for reusable methods, MCP for external data, and scheduled tasks for stable execution—illustrated with concrete examples and CI integration.

AGENTS.mdAI workflowCodex
0 likes · 6 min read
Why Longer Prompts Fail: Codex Team’s Four‑Layer Workflow Architecture
Big Data and Microservices
Big Data and Microservices
Aug 12, 2026 · Artificial Intelligence

What AI Agents Can Actually Do: 10 Real-World Use Cases and Their ROI

The article presents ten concrete AI‑Agent deployments—from email sorting and visual report generation to 24/7 customer service and automated code testing—showing how each replaces a manual workflow, quantifies time saved, conversion gains, and cost reductions, and then distills which tasks are best suited for agents.

AI agentsROIautomation
0 likes · 12 min read
What AI Agents Can Actually Do: 10 Real-World Use Cases and Their ROI
Eric Tech Circle
Eric Tech Circle
Aug 10, 2026 · Artificial Intelligence

Aligning Agent Workflows with the Grill Me Skill: Design, Mechanism, and Real‑World Demo

This article introduces the lightweight Grill Me skill for AI agents, explains how its batch‑questioning and recommendation‑based alignment process reduces rework, provides installation commands, and showcases a step‑by‑step demonstration on the Codex CLI, highlighting decision summaries and quick‑exit options.

AI agentsCodex CLISkill Development
0 likes · 5 min read
Aligning Agent Workflows with the Grill Me Skill: Design, Mechanism, and Real‑World Demo
Wuming AI
Wuming AI
Aug 9, 2026 · Artificial Intelligence

10 Essential AI Skills I Use Daily (Don’t Hoard Unneeded Skills)

The author curates ten practical AI Skills—ranging from web capture and article deep‑reading to local audio transcription, skill optimization, engineering method libraries, WeChat formatting, video creation, batch photo downloading, and skill discovery—explaining their problem scope, key features, usage steps, and real‑world observations such as token savings, star counts, and limitations.

AI SkillsAudio TranscriptionSkill Optimization
0 likes · 12 min read
10 Essential AI Skills I Use Daily (Don’t Hoard Unneeded Skills)
Data Party THU
Data Party THU
Aug 9, 2026 · Artificial Intelligence

How Agentic AI Is Transforming Scientific Software Development

OpenAI's report examines eight agent‑assisted scientific‑computing projects, showing how coding agents can rewrite legacy tools like STAR in Rust with near‑perfect result consistency, accelerate workloads, and highlight the need for human validation, iterative feedback, and sustainable long‑term maintenance.

Agentic AIOpenAIRust
0 likes · 8 min read
How Agentic AI Is Transforming Scientific Software Development
TechVision Expert Circle
TechVision Expert Circle
Aug 9, 2026 · Industry Insights

Which Skills Remain the True Moat Amid the AI Layoff Wave?

The article analyzes the 2026 AI-driven layoff wave, identifies jobs most at risk, separates over‑ and under‑estimated skills, and outlines five enduring capabilities—system architecture, domain expertise, engineering governance, AI engineering, and technical leadership—that will keep engineers indispensable.

AIautomationcareer skills
0 likes · 15 min read
Which Skills Remain the True Moat Amid the AI Layoff Wave?
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Aug 7, 2026 · Operations

Build a Supply‑Chain Alert Center in 2 Hours: Automatic Stockout, Delay, and Exception Notifications

The article explains how to consolidate fragmented supply‑chain data into five core tables, define rule‑based alerts for inventory shortages, procurement delays, and order risks, and connect these alerts to actionable workflows using a low‑code platform, enabling managers to see problems before they occur.

Supply Chainalert systemautomation
0 likes · 9 min read
Build a Supply‑Chain Alert Center in 2 Hours: Automatic Stockout, Delay, and Exception Notifications
Tencent Cloud Developer
Tencent Cloud Developer
Aug 7, 2026 · Artificial Intelligence

How a 10‑Year Backend Engineer Burned AI Credits and Turned WorkBuddy into a Project Owner

After a decade of backend work, the author burned through all WorkBuddy token credits, distilled three strict rules for AI‑agent management, compared WorkBuddy with Copilot, Cursor and Claude, and showed how disciplined use of AI agents can automate end‑to‑end development tasks while reshaping daily workflow.

AI agentsBackend DevelopmentClaude
0 likes · 10 min read
How a 10‑Year Backend Engineer Burned AI Credits and Turned WorkBuddy into a Project Owner
Black & White Path
Black & White Path
Aug 7, 2026 · Information Security

How I Used AI to Earn $500K in Google Bug Bounty in Three Months

Over three months, the author collected thousands of Google API keys, built a scanner and an AI‑driven testing framework, uncovered multiple high‑value vulnerabilities across Google services, and earned more than $500,000 in bug‑bounty rewards, detailing each step and lesson learned.

AIGoogle APIsautomation
0 likes · 12 min read
How I Used AI to Earn $500K in Google Bug Bounty in Three Months
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Aug 7, 2026 · Artificial Intelligence

Why the ‘AI Only Handles Simple Tasks’ Myth Is Fundamentally Wrong

The article debunks the popular claim that AI should be limited to simple, repetitive work, showing that large‑model AI differs from traditional automation by understanding complex information, processing massive codebases, solving scientific problems like protein folding, and outperforming human experts across many domains.

AIAlphaFoldautomation
0 likes · 11 min read
Why the ‘AI Only Handles Simple Tasks’ Myth Is Fundamentally Wrong
Linyb Geek Road
Linyb Geek Road
Aug 7, 2026 · Operations

Is Your Harness Workflow Actually Improving? A Quantifiable Exam‑Based Evaluation System

The article presents Harness Eval, a lightweight, regression‑capable testing framework that treats Harness workflows like exam questions, defines three core principles (repeatability, attribution, closed‑loop), details the design of test assets, the multi‑turn examiner‑candidate interaction, automated grading with evidence‑backed scores and improvement suggestions, and shows how applying it raised the team’s pass rate from 82.4% to 100%.

CI/CDDevOpsHarness
0 likes · 21 min read
Is Your Harness Workflow Actually Improving? A Quantifiable Exam‑Based Evaluation System
Advanced AI Application Practice
Advanced AI Application Practice
Aug 6, 2026 · Artificial Intelligence

Why AI‑Generated Test Cases Miss the Mark and How Understanding the Skill Design Fixes It

The article explains how the testcase‑writer Skill works—its three‑stage pipeline, three core design principles, clarification workflow, decomposition process, self‑check mechanisms, and a concrete 52‑case Taobao add‑to‑cart example—so users can craft inputs that yield accurate AI‑generated test cases.

AI testingTest Case Generationautomation
0 likes · 12 min read
Why AI‑Generated Test Cases Miss the Mark and How Understanding the Skill Design Fixes It
Ops Development & AI Practice
Ops Development & AI Practice
Aug 6, 2026 · Operations

Why General DevOps Success Hinges on Glue Automation, FinOps, and Hands‑On Deployment

Despite hype that AI can generate YAML and big cloud‑native stacks dominate, the article argues that the real advantage of general DevOps lies in stitching tools together, cutting costs through FinOps, and mastering messy deployments—skills that enable small teams and indie developers to achieve up to 90% monthly cloud‑cost reductions.

DevOpsDocker ComposeFinOps
0 likes · 8 min read
Why General DevOps Success Hinges on Glue Automation, FinOps, and Hands‑On Deployment
21CTO
21CTO
Aug 5, 2026 · Industry Insights

Don’t Be Fooled by AI: Why Only 1% of People Truly Win with ChatGPT

The article argues that while ChatGPT and other LLMs appear to democratize expertise, they actually widen the gap between ordinary workers and top specialists, illustrating the point with a programmer’s failure, a fashion designer’s success, and the concept of private‑domain knowledge as the real moat.

AILLMautomation
0 likes · 9 min read
Don’t Be Fooled by AI: Why Only 1% of People Truly Win with ChatGPT
Black & White Path
Black & White Path
Aug 5, 2026 · Information Security

WallBreaker: Open‑Source AI Red‑Team Harness for One‑Click Automated LLM Jailbreak

WallBreaker is an open‑source AI red‑team framework that automates jailbreak attacks on large language models, offering features like an autonomous attack loop, a Parseltongue transformation engine, multiple advanced modules, and achieving up to 93% success on Claude Opus 5 while providing detailed installation guidance and insights for both red and blue teams.

AI securityLLM jailbreakWallBreaker
0 likes · 6 min read
WallBreaker: Open‑Source AI Red‑Team Harness for One‑Click Automated LLM Jailbreak
Big Data and Microservices
Big Data and Microservices
Aug 5, 2026 · Operations

From Manual Mode to Autonomous Driving: Conditional Branching and Loop Logic in Workflow Orchestration

The article explains how workflow orchestration transforms repetitive manual tasks into automated pipelines by using DAG‑based nodes, directed edges, and three fundamental programming constructs—sequential execution, conditional branching, and loops—illustrated with a daily data‑fetch‑to‑Excel‑to‑email example and the WorkBuddy platform.

DAGLoopWorkBuddy
0 likes · 9 min read
From Manual Mode to Autonomous Driving: Conditional Branching and Loop Logic in Workflow Orchestration
Raymond Ops
Raymond Ops
Aug 4, 2026 · Information Security

A Miswritten iptables Rule That Almost Made Me Quit

The article recounts a real‑world iptables misconfiguration that cut off SSH access for 47 minutes, walks through the incident timeline, root‑cause analysis, and detailed remediation steps, and then expands into a comprehensive guide on iptables fundamentals, common pitfalls, best‑practice design, troubleshooting commands, automation, monitoring, and migration to nftables.

Linuxautomationfirewall
0 likes · 71 min read
A Miswritten iptables Rule That Almost Made Me Quit
Test Development Learning Exchange
Test Development Learning Exchange
Aug 3, 2026 · Backend Development

Stop Hand‑Writing Prompts: Use LangChain Templates to Automate API Testing with AI

API testing often involves repetitive string concatenation, inconsistent output formats, and costly token usage; this article shows how LangChain's PromptTemplate and ChatPromptTemplate turn prompts into reusable, composable components that generate assertions, test data, log analysis, multi‑turn debugging, and more, with concrete Python examples.

API-testingChatPromptTemplateJinja2
0 likes · 15 min read
Stop Hand‑Writing Prompts: Use LangChain Templates to Automate API Testing with AI
DataFunSummit
DataFunSummit
Aug 2, 2026 · Artificial Intelligence

When Coding Loops Run Amok: Applying Control Theory to AI‑Assisted Programming

The article critiques uncontrolled AI coding loops that generate massive, unreviewable PRs and proposes a control‑theoretic framework—sensor, controller, actuator, and feedback—to make AI‑driven code changes incremental, safe, and auditable, illustrated with a real Effect‑TS migration case.

AI codingCI/CDEffect-TS
0 likes · 13 min read
When Coding Loops Run Amok: Applying Control Theory to AI‑Assisted Programming
Architects' Tech Alliance
Architects' Tech Alliance
Aug 2, 2026 · Industry Insights

Comprehensive Global AI Agent Catalog 2026 – Full Tool List and Ecosystem Analysis

This article systematically classifies and summarizes the worldwide AI agent ecosystem in 2026, covering general‑purpose agents, development platforms, production‑grade agents, vertical industry solutions, and emerging trends such as MCP standardization, open‑source proliferation, multi‑agent collaboration, end‑to‑end automation, and domestic substitution, while providing concrete product examples and strategic insights for developers and enterprises.

AI ecosystemMCPRAG
0 likes · 35 min read
Comprehensive Global AI Agent Catalog 2026 – Full Tool List and Ecosystem Analysis
Data Party THU
Data Party THU
Aug 1, 2026 · Artificial Intelligence

10 AI Agent Workflows to Save Teams Hours of Repetitive Work

This article presents ten practical AI agent workflow templates, each with a trigger, context, tools, decision rules, and human checkpoints, showing how to automate tasks like email triage, research briefs, form filling, meeting minutes, support routing, content repurposing, competitor monitoring, invoice reconciliation, CRM updates, and QA review.

AI agentsLLMautomation
0 likes · 13 min read
10 AI Agent Workflows to Save Teams Hours of Repetitive Work
DeepNoMind
DeepNoMind
Aug 1, 2026 · Artificial Intelligence

12 Core Claude Code Patterns to Transform Vibe Coding into Agent Engineering

The article distills the top‑ranked GitHub repository’s twelve practical patterns—ranging from optimal CLAUDE.md size and conditional rules to .claude directory configurations, hooks, sandboxed commands, parallel agents, ultrathink mode, looping automation, and SDK flags—showing how to replace ad‑hoc prompt‑driven coding with structured agent engineering for faster, safer, and more reliable development.

Agent EngineeringClaude CodeConfiguration
0 likes · 16 min read
12 Core Claude Code Patterns to Transform Vibe Coding into Agent Engineering
FunTester
FunTester
Jul 31, 2026 · Industry Insights

Why Agentic Coding Is Expanding Beyond Engineers

The 2026 Agentic Coding Trends Report predicts that AI‑driven coding will move from IDE‑centric engineer workflows to legacy languages, domain‑specific languages, new interfaces and non‑technical roles such as security, operations, design, data science, and law, reshaping how software capabilities are accessed across organizations.

AIDomain Specific Languagesagentic coding
0 likes · 15 min read
Why Agentic Coding Is Expanding Beyond Engineers
Java Tech Enthusiast
Java Tech Enthusiast
Jul 31, 2026 · Artificial Intelligence

Mastering Claude Code: From CLAUDE.md to Plugins – A Complete Engineering Guide

This article explains how to turn Claude Code from a forgetful one‑off assistant into a fully engineered teammate by using persistent CLAUDE.md files, on‑demand Skills, independent Subagents, Model Context Protocol (MCP) integrations, Hooks for enforcement, and Plugins for easy packaging and sharing, complete with real‑world examples and step‑by‑step configurations.

AI EngineeringClaude CodeMCP
0 likes · 25 min read
Mastering Claude Code: From CLAUDE.md to Plugins – A Complete Engineering Guide
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Jul 31, 2026 · Artificial Intelligence

Why 3DGS Reconstructions Fail and How a Practical QA Pipeline Fixes Them

3D Gaussian Splatting (3DGS) lacks standard benchmarks and relies on subjective visual checks, making quality assurance difficult; this article details a comprehensive, automated QA framework that evaluates input via COLMAP scores, quantifies training results with PSNR/SSIM/LPIPS, conducts subjective visual inspections, and integrates both stages into a regression pipeline to ensure reliable, scalable reconstructions.

3DGSNeural Renderingautomation
0 likes · 13 min read
Why 3DGS Reconstructions Fail and How a Practical QA Pipeline Fixes Them
FunTester
FunTester
Jul 30, 2026 · Information Security

How Agentic Coding Redefines Security Boundaries

The article analyzes how Agentic Coding not only boosts development speed but also expands the attack surface, requiring security to be embedded from the earliest design stages and governing both defensive and offensive capabilities of AI‑driven code agents.

AIRisk Managementagentic coding
0 likes · 21 min read
How Agentic Coding Redefines Security Boundaries
Sohu Tech Products
Sohu Tech Products
Jul 29, 2026 · Artificial Intelligence

How to Turn Any Text into a Beautiful Web Article with an AI‑Powered Harness

This article walks through the design and implementation of a reusable Harness that uses Claude Code, MiniMax M3, and the new Beautiful Article Skill—built on the Reacticle component protocol—to transform arbitrary text into a richly styled, shareable HTML article through an eight‑phase pipeline with mandatory checkpoints, review stages, and self‑evolving logs.

AI agentsClaude CodeHTML generation
0 likes · 27 min read
How to Turn Any Text into a Beautiful Web Article with an AI‑Powered Harness
Sohu Tech Products
Sohu Tech Products
Jul 29, 2026 · Mobile Development

Mastering Android CLI: A Complete Guide for Developers

This guide explains why Android developers are shifting from IDE‑centric workflows to the Android CLI, shows how to install and initialize the tool, and provides practical command‑line examples for project creation, emulator management, SDK handling, documentation search, AI skill integration, and Android Studio interaction.

AI IntegrationAndroid CLIAndroid Studio
0 likes · 13 min read
Mastering Android CLI: A Complete Guide for Developers
AI Architecture Path
AI Architecture Path
Jul 29, 2026 · Artificial Intelligence

OpenWorker: Andrew Ng’s Local AI Agent (9.9K+ Stars) that Delivers Outcomes

OpenWorker, released by Andrew Ng’s team on July 24 2026, is an MIT‑licensed, fully local AI agent framework that tackles common AI‑assistant pain points—lack of deliverables, restrictive licenses, cloud data exposure, and model lock‑in—by offering a four‑layer architecture, open source core, privacy‑first design, and flexible model routing.

AI agentsMIT licenseOpenWorker
0 likes · 16 min read
OpenWorker: Andrew Ng’s Local AI Agent (9.9K+ Stars) that Delivers Outcomes
JD Cloud Developers
JD Cloud Developers
Jul 28, 2026 · Artificial Intelligence

How Haibo’s AI‑Native Framework Harnesses Double‑Loop Architecture, Knowledge Bases, and Self‑Iterating Skills

The article analyses Haibo’s AI‑Native development roadmap, which replaces ad‑hoc conversational AI assistants with a structured, file‑driven engineering system featuring a double‑layer governance model, three‑tier skill/agent/rule assets, a Google‑OKF knowledge base, self‑optimising skill loops, and real‑world case studies that demonstrate massive efficiency and cost gains.

AI-nativeautomationcase study
0 likes · 16 min read
How Haibo’s AI‑Native Framework Harnesses Double‑Loop Architecture, Knowledge Bases, and Self‑Iterating Skills
Big Data and Microservices
Big Data and Microservices
Jul 28, 2026 · Artificial Intelligence

How WorkBuddy’s Multi‑Agent Expert Team Automates End‑to‑End Tasks

The article explains how multi‑agent AI systems, exemplified by WorkBuddy’s “expert team,” replace single‑model chatbots by assigning specialized roles—data retrieval, chart generation, writing, layout—to collaboratively produce complete deliverables such as monthly reports, complex tickets, and expense reimbursements, highlighting outsourcing and orchestra collaboration modes.

AI OrchestrationMulti-Agent AIWorkBuddy
0 likes · 9 min read
How WorkBuddy’s Multi‑Agent Expert Team Automates End‑to‑End Tasks