BestHub
Sign in
Tagged articles

workflow

599 articles · Page 2 of 6
Su San Talks Tech
Su San Talks Tech
Apr 9, 2026 · Artificial Intelligence

Spring AI Alibaba vs AgentScope-Java: Which AI Framework Wins for Java Developers?

This article compares Alibaba's Spring AI Alibaba and the AgentScope-Java framework, examining their design philosophies, workflow versus agentic paradigms, core capabilities, architecture, code styles, and suitable use cases, and offers guidance on selecting the right solution or combining both for optimal Java AI development.

AI FrameworkAgentScopeComparison
0 likes · 16 min read
Spring AI Alibaba vs AgentScope-Java: Which AI Framework Wins for Java Developers?
AI Architecture Hub
AI Architecture Hub
Apr 7, 2026 · Artificial Intelligence

Master Claude Code: Install, Shortcuts, and Advanced Workflows

This guide walks you through installing Claude Code on multiple platforms, using its rich set of shortcut keys, configuring CLI parameters, managing agents and plugins, and applying advanced workflows such as plan mode, rewind, and Git worktree integration for efficient AI‑assisted development.

AI coding assistantCLIClaude Code
0 likes · 11 min read
Master Claude Code: Install, Shortcuts, and Advanced Workflows
AI Software Product Manager
AI Software Product Manager
Apr 6, 2026 · R&D Management

How OpenSpec Enables Spec‑Driven Development with AI Collaboration

OpenSpec is a CLI tool that introduces a spec‑driven workflow between developers and AI assistants, outlining clear "what" and "how" stages, change proposal management, integration with Cursor for automated documentation, and a complete cycle of proposing, reviewing, implementing, and archiving changes.

AI collaborationCLIChange Management
0 likes · 12 min read
How OpenSpec Enables Spec‑Driven Development with AI Collaboration
DeepHub IMBA
DeepHub IMBA
Apr 5, 2026 · Artificial Intelligence

Understanding ADK Multi‑Agent Orchestration: SequentialAgent, ParallelAgent, and LoopAgent Explained

The article explains ADK's three core orchestration modes—SequentialAgent for ordered pipelines, ParallelAgent for independent concurrent tasks, and LoopAgent for iterative quality‑control loops—detailing their suitable scenarios, state‑flow mechanisms, and how to build a complete order‑to‑delivery workflow without writing explicit orchestration code.

ADKAutomationLLM
0 likes · 16 min read
Understanding ADK Multi‑Agent Orchestration: SequentialAgent, ParallelAgent, and LoopAgent Explained
Java Architect Handbook
Java Architect Handbook
Apr 5, 2026 · Industry Insights

Unlocking Business Process Automation: How Workflow Engines Power Modern Enterprises

This article explains what a process engine is, its role in workflow and BPM, outlines typical application scenarios, and details the architectural components and design practices—including organization modeling, form and interface design, and implementation challenges—while highlighting emerging business opportunities such as low‑code platforms and process analytics.

BPMProcess Orchestrationarchitecture
0 likes · 20 min read
Unlocking Business Process Automation: How Workflow Engines Power Modern Enterprises
IT Services Circle
IT Services Circle
Apr 3, 2026 · Artificial Intelligence

What Are AI Agents? A Complete Guide to LLMs, Function Calls, MCP & A2A

This article explains the core concepts behind AI agents—including how they differ from large language models, their relationship to workflows, the various agent operating modes, and the underlying technologies such as function calls, the Model Context Protocol (MCP), Skills, and the Agent‑to‑Agent (A2A) protocol—providing clear examples and practical comparisons for developers and interviewees.

A2ALLMMCP
0 likes · 32 min read
What Are AI Agents? A Complete Guide to LLMs, Function Calls, MCP & A2A
PMTalk Product Manager Community
PMTalk Product Manager Community
Mar 31, 2026 · Product Management

Turning Product Management into an AI Operating System: A Deep Dive into pm‑skills

The open‑source pm‑skills marketplace encodes classic product‑management frameworks into AI‑driven workflows, offering a chainable skill/command/plugin system that guides product discovery, strategy, execution, and launch, while providing community metrics, detailed use‑case walkthroughs, a competitive comparison, and step‑by‑step installation instructions.

AIClaudeOpen Source
0 likes · 15 min read
Turning Product Management into an AI Operating System: A Deep Dive into pm‑skills
Java One
Java One
Mar 27, 2026 · Operations

Automate Code Reviews with Claude Code: GitHub Integration Guide

This step‑by‑step tutorial shows how to integrate Claude Code with GitHub, configure the required GitHub App, set up GitHub Actions workflows for Issue mentions and Pull Request reviews, add necessary secrets, customize prompts, and adapt the setup for GLM models, turning Claude into an automated code‑review assistant.

AI Code ReviewClaudeGitHub Actions
0 likes · 10 min read
Automate Code Reviews with Claude Code: GitHub Integration Guide
Java Architect Handbook
Java Architect Handbook
Mar 26, 2026 · Artificial Intelligence

30+ Real-World OpenClaw Use Cases: Automate Tasks with AI Agents

This article introduces the open-source "awesome-openclaw-usecases" repository, which curates over thirty practical AI agent workflows across six functional modules—social media, creative building, infrastructure & DevOps, productivity, research & learning, and finance—providing step‑by‑step guidance and example configurations for each use case.

AI agentsAutomationGitHub
0 likes · 8 min read
30+ Real-World OpenClaw Use Cases: Automate Tasks with AI Agents
iQIYI Technical Product Team
iQIYI Technical Product Team
Mar 26, 2026 · Artificial Intelligence

How Specflow Turns AI Coding into a Structured Development Pipeline

Specflow is an AI‑driven workflow for the Cursor IDE that combines lightweight OpenSpec, rigorous GitHub Spec Kit, and multi‑agent BMAD methods into a four‑stage Spec‑Driven Development process—Specify, Plan, Implement, and Archive—enforcing strict contracts, role isolation, and automated quality control to eliminate context loss and reduce manual debugging.

AIAutomationCursor IDE
0 likes · 15 min read
How Specflow Turns AI Coding into a Structured Development Pipeline
Architect's Guide
Architect's Guide
Mar 25, 2026 · Fundamentals

How to Safely Undo a Pushed Git Commit: 4 Proven Methods

This guide explains four ways to revert code that has already been pushed to a remote Git repository—including manual comparison, using git revert, creating a new branch, and resetting with various options—detailing their steps, advantages, and cautions.

Force PushGitVersion Control
0 likes · 7 min read
How to Safely Undo a Pushed Git Commit: 4 Proven Methods
AI Engineering
AI Engineering
Mar 24, 2026 · Artificial Intelligence

112 Ready‑Made OpenClaw Skills That Turn Your Agent into a Full‑Time Butler

ClawFlows, an open‑source project for OpenClaw agents, offers 112 pre‑built skill packages ranging from smart‑home control and schedule management to email handling and financial tracking, installable with a single curl command, and customizable via markdown workflow files, though quality varies and security should be assessed.

AI agentsAutomationOpenClaw
0 likes · 4 min read
112 Ready‑Made OpenClaw Skills That Turn Your Agent into a Full‑Time Butler
o-ai.tech
o-ai.tech
Mar 22, 2026 · R&D Management

gstack Part 3: How to Divide Responsibilities Among the Four Plan Review Skills

This article breaks down gstack's four pre‑implementation review skills—/plan-ceo-review, /plan-eng-review, /plan-design-review, and /design-consultation—explaining their distinct focus, when each should be used, common pitfalls, and the recommended sequencing to improve product planning before coding.

Product Managementdesign reviewengineering review
0 likes · 17 min read
gstack Part 3: How to Divide Responsibilities Among the Four Plan Review Skills
Design Hub
Design Hub
Mar 21, 2026 · Industry Insights

Why Being Able to Use AI Is No Longer a Competitive Edge

As AI shifts from a niche add‑on to a ubiquitous infrastructure, the real differentiator moves from merely knowing how to use AI tools to mastering problem definition, judgment, workflow integration, aesthetic sense, and delivery, making higher‑order skills the scarce advantage.

AIIndustry Trendsproductivity
0 likes · 16 min read
Why Being Able to Use AI Is No Longer a Competitive Edge
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 20, 2026 · Artificial Intelligence

Mastering Multi‑Agent Patterns with AgentScope and Spring AI Alibaba

This article analyzes the evolution of enterprise AI from single‑model chat to scalable multi‑agent workflows, explains seven core multi‑agent patterns—including Pipeline, Routing, Skills, Subagents, Supervisor, Handoffs, and Custom Workflow—provides detailed implementation guidance with Java code, and shows how Spring AI Alibaba now natively supports AgentScope orchestration for robust, observable AI applications.

AI ArchitectureAgentScopeJava
0 likes · 23 min read
Mastering Multi‑Agent Patterns with AgentScope and Spring AI Alibaba
Design Hub
Design Hub
Mar 19, 2026 · Artificial Intelligence

Midjourney V8 Alpha: From prettier pictures to an image operating system

Midjourney V8 Alpha introduces faster 2K rendering, stronger prompt understanding, and new workflow features like personalization, moodboard, and conversation mode, shifting the tool from a high‑quality image generator to a controllable image operating system, though at higher cost and complexity.

AI image generationMidjourneyV8 Alpha
0 likes · 15 min read
Midjourney V8 Alpha: From prettier pictures to an image operating system
ShiZhen AI
ShiZhen AI
Mar 17, 2026 · Artificial Intelligence

Why Those Who Skip AI Are Quietly Falling Behind

The author argues that AI is not a mere tool but a productivity multiplier that can turn a single person into a “super‑individual,” illustrating this with personal workflow automation and a yoga studio’s transformation, and explains why many fail to benefit due to weak models, unclear use‑cases, and lack of integration into daily work.

AIAutomationCase Study
0 likes · 10 min read
Why Those Who Skip AI Are Quietly Falling Behind
Design Hub
Design Hub
Mar 17, 2026 · Artificial Intelligence

How to Manage 10 Claude Code Agents Without Losing Your Mind

The article analyzes how Artem Zhutov structures a multi‑agent AI workflow by replacing chaotic browser tabs with named workspaces using cmux, programming a single orchestrator agent, and visualizing status through an Obsidian dashboard, turning ten Claude Code agents into a scalable, controllable system.

AI agentsClaudeObsidian
0 likes · 12 min read
How to Manage 10 Claude Code Agents Without Losing Your Mind
IT Services Circle
IT Services Circle
Mar 17, 2026 · Artificial Intelligence

How AI Workflows and Agents Transform Automation: From Rigid Rules to Intelligent Decision‑Making

This article explains the distinction and synergy between traditional AI workflows and modern agents, outlines their four‑step processes, showcases practical examples such as intelligent customer service and content generation, and recommends tools for beginners to quickly build AI‑driven applications.

AIAgentAutomation
0 likes · 11 min read
How AI Workflows and Agents Transform Automation: From Rigid Rules to Intelligent Decision‑Making
AI Architecture Hub
AI Architecture Hub
Mar 17, 2026 · Artificial Intelligence

Master Claude Code: A 6‑Step Workflow to Eliminate Rework and Chaos

This guide explains why Claude Code often spirals out of control, then presents Anthropic’s official best‑practice workflow—including acceptance criteria, context layering, execution channels, enforced constraints, session management, and a ready‑to‑copy six‑step process—to make AI‑assisted coding stable and efficient.

AI codingClaude CodeStandardization
0 likes · 7 min read
Master Claude Code: A 6‑Step Workflow to Eliminate Rework and Chaos
Tech Minimalism
Tech Minimalism
Mar 16, 2026 · Artificial Intelligence

From Stages to Actions: A Complete Guide to the New AI‑Driven OpenSpec OPSX Workflow

This article explains how OPSX transforms the traditional stage‑based development process into an action‑driven, iterative workflow for AI programming, covering its core concepts, two operation modes, step‑by‑step command usage, custom schema creation, migration tips, best practices, and real‑world examples.

AutomationCustom SchemaOPSX
0 likes · 23 min read
From Stages to Actions: A Complete Guide to the New AI‑Driven OpenSpec OPSX Workflow
Architect
Architect
Mar 15, 2026 · Artificial Intelligence

Mastering Claude Code: A Proven Workflow to Keep AI Agents Stable

This article outlines a practical, step‑by‑step workflow for Claude Code that starts with defining acceptance criteria, correctly layering context, selecting the right execution channel, enforcing system‑level constraints, and actively managing long sessions, turning experimental AI agents into reliable engineering tools.

AI agentsClaude CodeContext Management
0 likes · 27 min read
Mastering Claude Code: A Proven Workflow to Keep AI Agents Stable
PMTalk Product Manager Community
PMTalk Product Manager Community
Mar 15, 2026 · Product Management

7-Step Architecture Framework for AI Product Management: A Hands‑On Case Study

This article walks through a real‑world AI‑driven image generation system for cross‑border e‑commerce, detailing business pain points, stakeholder analysis, technical selection, MVP scope, architecture decisions, metric funnels, gray‑release strategy, and continuous evolution that cut per‑image cost to under ¥0.5 and delivery time to one minute.

AICase StudyGenerative AI
0 likes · 16 min read
7-Step Architecture Framework for AI Product Management: A Hands‑On Case Study
SuanNi
SuanNi
Mar 12, 2026 · Operations

How OpenAI’s AI‑Powered Workflow Boosted PR Merges by 45%

OpenAI’s open‑source Agents SDK demonstrates how converting engineer expertise into machine‑readable rules, Skill packages, and GitHub Actions can fully automate verification, testing, and release review, raising code‑merge throughput by 45% without adding staff and handling millions of downloads.

AICI/CDGitHub
0 likes · 13 min read
How OpenAI’s AI‑Powered Workflow Boosted PR Merges by 45%
Qborfy AI
Qborfy AI
Mar 11, 2026 · Artificial Intelligence

Mastering AI: 9 Essential Skills to Turn Everyday Tasks into Superpowers

This guide reveals why some people barely get results with AI while others boost productivity dramatically, and it teaches nine concrete skills—questioning, aesthetic sense, prompt crafting, iteration, rule‑making, criticism, compression, organization, and tutoring—illustrated through real‑world scenarios that show exactly how to combine them for maximum impact.

AIKnowledge Managementproductivity
0 likes · 18 min read
Mastering AI: 9 Essential Skills to Turn Everyday Tasks into Superpowers
AI Step-by-Step
AI Step-by-Step
Mar 10, 2026 · Artificial Intelligence

5 Essential Prompting Techniques to Make AI Truly Boost Your Productivity

The article explains that merely choosing the right AI tool is insufficient; real efficiency comes from asking clear, well‑structured questions, and it outlines five practical prompting methods—including specifying goals, providing background, breaking tasks into steps, defining output format, and iterating drafts—to turn AI into a time‑saving collaborator.

AI promptingLanguage Modelsproductivity
0 likes · 9 min read
5 Essential Prompting Techniques to Make AI Truly Boost Your Productivity
Senior Brother's Insights
Senior Brother's Insights
Mar 10, 2026 · Artificial Intelligence

Why OpenClaw’s AI Agent Framework Is Both Promising and Overhyped

This article examines OpenClaw’s architecture, its integration of chat entry, agent orchestration, sandbox execution, and extensible skill packs, while highlighting practical limitations such as high token consumption, error amplification, limited professional capabilities, and security concerns that temper its real‑world impact.

AI agentsDigital EmployeeOpenClaw
0 likes · 11 min read
Why OpenClaw’s AI Agent Framework Is Both Promising and Overhyped
Open Source Tech Hub
Open Source Tech Hub
Mar 10, 2026 · Artificial Intelligence

How to Build a PHP Coding Agent with Neuron AI’s Maestro Framework

This article explains how the Neuron AI framework’s Maestro component lets developers create a fully PHP‑based coding agent, covering its strong‑type design, workflow‑centric architecture, tool‑approval mechanism, event system, MCP integration, and step‑by‑step installation and configuration.

AINeuron AIPHP
0 likes · 11 min read
How to Build a PHP Coding Agent with Neuron AI’s Maestro Framework
Shuge Unlimited
Shuge Unlimited
Mar 8, 2026 · Artificial Intelligence

Deep Dive into Claude Code Hooks: 16 Events and 6 Real‑World Scenarios for Automating Your Workflow

This article explains Claude Code Hooks, detailing the 16 lifecycle events, four hook types, and six practical scenarios—from task‑completion notifications to file protection—showing how deterministic hooks can automate workflows, enforce policies, and improve reliability when using Claude Code for AI‑assisted development.

AIAutomationClaude Code
0 likes · 32 min read
Deep Dive into Claude Code Hooks: 16 Events and 6 Real‑World Scenarios for Automating Your Workflow
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Mar 4, 2026 · Artificial Intelligence

How to Build a 24‑Hour AI Agent Team with OpenClaw – A Real‑World Walkthrough

The author details a month‑long experiment creating a six‑agent AI team with OpenClaw that automates research, content creation, code review and email newsletters, saving 4‑5 hours each day for under $400 per month by using file‑based coordination, a two‑layer memory system, and a gradual rollout plan.

AI agentsMemory ManagementOpenClaw
0 likes · 14 min read
How to Build a 24‑Hour AI Agent Team with OpenClaw – A Real‑World Walkthrough
Tech Minimalism
Tech Minimalism
Feb 28, 2026 · Artificial Intelligence

Master Conductor: Open‑Source Multi‑Platform AI Agent Skills for Context‑Driven Development

Conductor is an open‑source framework that extracts project context into versioned Markdown and TOML files, enabling AI agents to follow a structured Context → Spec & Plan → Implement workflow, with commands for setup, task creation, execution, status tracking, review, and Git‑aware rollback, all illustrated through a step‑by‑step Todo app example.

AIAgent SkillsAutomation
0 likes · 18 min read
Master Conductor: Open‑Source Multi‑Platform AI Agent Skills for Context‑Driven Development
Open Source Tech Hub
Open Source Tech Hub
Feb 25, 2026 · Artificial Intelligence

What’s New in Neuron AI v3.0.0? Key Features and Migration Guide for PHP AI Agents

Neuron AI v3.0.0 introduces a workflow‑based architecture, native human‑in‑the‑loop support, automatic conversation summarization, enhanced middleware, full reasoning model compatibility, structured output constraints, streaming adapters, new providers, file‑ID content blocks, and a set of breaking changes with detailed migration steps for PHP developers.

PHPframeworkmigration
0 likes · 4 min read
What’s New in Neuron AI v3.0.0? Key Features and Migration Guide for PHP AI Agents
AI Engineering
AI Engineering
Feb 25, 2026 · Artificial Intelligence

How Claude Code’s New Remote Control Lets You Code Anywhere

Claude Code’s new remote‑control feature lets developers start a coding task on a desktop and seamlessly continue it from a mobile device, enabling work during meetings, walks, or flights, while requiring the host machine stay on and sparking mixed reactions about its novelty versus existing DIY solutions.

AI codingClaude CodeMobile Development
0 likes · 4 min read
How Claude Code’s New Remote Control Lets You Code Anywhere
Alibaba Cloud Developer
Alibaba Cloud Developer
Feb 25, 2026 · Artificial Intelligence

Why AI Agents Beat Traditional Code and Workflows: Exploring ReAct

This article compares traditional hard‑coded programming, visual workflow tools, and ReAct‑based AI agents, showing how agents let natural language drive decisions, reduce maintenance cost, and enable dynamic, user‑friendly solutions, with concrete code examples and a GitHub reference.

AgentFunctionCallingReAct
0 likes · 9 min read
Why AI Agents Beat Traditional Code and Workflows: Exploring ReAct
Alibaba Cloud Developer
Alibaba Cloud Developer
Feb 24, 2026 · Artificial Intelligence

Master ReAct Agents: From Observation to Action with Real Code Examples

This article introduces the ReAct agent paradigm—combining reasoning and acting—explains its observation‑think‑act loop, showcases a step‑by‑step weather‑and‑clothing example, outlines essential components, provides pseudo‑code for the execution flow, and links to the Lynxe Func‑Agent framework on GitHub.

AgentLLMReAct
0 likes · 11 min read
Master ReAct Agents: From Observation to Action with Real Code Examples
PMTalk Product Manager Community
PMTalk Product Manager Community
Feb 19, 2026 · Product Management

When to Start Using AI for Product Prototyping: Stages, Tools, and Workflow

The article outlines practical guidelines for product teams on when to introduce AI into prototype design, presenting three "don't draw" and three "must draw" rules, a four‑dimensional tool‑selection framework, a three‑stage AI‑driven workflow, and why product managers remain indispensable despite AI advances.

AIProduct designprototyping
0 likes · 11 min read
When to Start Using AI for Product Prototyping: Stages, Tools, and Workflow
DataFunTalk
DataFunTalk
Feb 9, 2026 · Artificial Intelligence

Unlocking Your Mac with OpenClaw: 6 Practical AI Assistant Tips

This article shares a hands‑on walkthrough of using OpenClaw as a personal AI assistant on macOS, covering file search, knowledge‑base syncing, calendar automation, unified chatbot access, task scheduling, and screen‑capture skills, while highlighting model choices and future integration ideas.

AI assistantOpenClawPersonal Agent
0 likes · 15 min read
Unlocking Your Mac with OpenClaw: 6 Practical AI Assistant Tips
Data STUDIO
Data STUDIO
Feb 6, 2026 · Artificial Intelligence

Building a Basic Chatbot with LangGraph: Step‑by‑Step AI Agent Tutorial

This article walks through building AI agents with LangGraph in Python, starting with a simple GCD workflow and then creating a memory‑enabled chatbot using GPT‑4o, covering state management, nodes, edges, conditional loops, recursion limits, and visual debugging.

AI agentsChatbotLLM
0 likes · 18 min read
Building a Basic Chatbot with LangGraph: Step‑by‑Step AI Agent Tutorial
Data STUDIO
Data STUDIO
Feb 3, 2026 · Artificial Intelligence

Build a Self‑Thinking AI Agent with LangGraph: A Step‑by‑Step Guide

This tutorial explains how LangGraph adds explicit control‑flow, cycles, and shared state to LLM applications, and walks through building a Strava‑based intelligent training coach with Python code, node definitions, state design, graph assembly, and GitHub Actions deployment.

AI agentsLLMLangGraph
0 likes · 12 min read
Build a Self‑Thinking AI Agent with LangGraph: A Step‑by‑Step Guide
AI Waka
AI Waka
Jan 31, 2026 · Artificial Intelligence

Build a 2026‑Ready LangGraph AI Agent: A Step‑by‑Step Guide

This tutorial walks you through constructing a LangGraph‑based AI agent for automated Strava training plans, covering core concepts like state, nodes, and edges, detailed workflow steps, Python code examples, conditional graph routing, testing, and deployment via GitHub Actions.

AI AgentAutomationLLM
0 likes · 18 min read
Build a 2026‑Ready LangGraph AI Agent: A Step‑by‑Step Guide
Selected Java Interview Questions
Selected Java Interview Questions
Jan 30, 2026 · Backend Development

When to Use Git Merge vs Rebase: A Practical Comparison

This article walks through a common development scenario where two feature branches diverge from master, demonstrating how merge and rebase handle integration, conflict resolution, and commit history, and provides guidance on when each strategy is appropriate.

GitVersion Controlconflict resolution
0 likes · 7 min read
When to Use Git Merge vs Rebase: A Practical Comparison
DevOps Coach
DevOps Coach
Jan 21, 2026 · Artificial Intelligence

Turn Any Codebase into AI‑Ready Context in 30 Seconds

The author shares a workflow that lets developers convert any code repository into a structured, AI‑friendly context file within seconds using tools like Repomix and OneFileLLM, enabling seamless switching among IDEs, ChatGPT, Claude, Gemini and other models while maintaining full control over included files and queries.

AICode ContextLLM tools
0 likes · 8 min read
Turn Any Codebase into AI‑Ready Context in 30 Seconds
DevOps Coach
DevOps Coach
Jan 19, 2026 · Fundamentals

Master Git in 30 Days: 35 Essential Commands Every Developer Needs

This guide demystifies Git by exposing common myths, presenting the 35 most useful commands organized by daily workflow, undo scenarios, branching, and advanced tricks, and offering a step‑by‑step 30‑day learning plan, mental models, common pitfalls, and tool recommendations to boost confidence and productivity.

Beginner GuideGitcommand-line
0 likes · 17 min read
Master Git in 30 Days: 35 Essential Commands Every Developer Needs
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 19, 2026 · Backend Development

Mastering OpenSpec: A CLI Guide to Spec‑Driven Development and AI Integration

This article explains the history, core concepts, and practical CLI commands of OpenSpec, a spec‑driven development tool that integrates with AI assistants, detailing project initialization, workflow steps, quality control, directory structure, common pitfalls, and comparisons with other specification frameworks to help developers adopt a more efficient, documentation‑first workflow.

AICLIOpenSpec
0 likes · 30 min read
Mastering OpenSpec: A CLI Guide to Spec‑Driven Development and AI Integration
DataFunSummit
DataFunSummit
Jan 11, 2026 · Artificial Intelligence

How Healthpeak Turned Manual Real Estate Ops into an AI‑Driven System with Palantir AIP

Healthpeak’s commercial‑real‑estate workflow, plagued by data silos and manual meter‑reading, was transformed by deploying Palantir’s AI Platform, which introduced an ontology‑based four‑layer architecture that automates billing, detects anomalies, and enables mobile‑first, AI‑driven decision making.

AIAutomationOntology
0 likes · 17 min read
How Healthpeak Turned Manual Real Estate Ops into an AI‑Driven System with Palantir AIP
DataFunSummit
DataFunSummit
Jan 9, 2026 · Artificial Intelligence

How Healthpeak Revamped Real‑Estate Operations with Palantir’s AI‑Driven Ontology Platform

The article details Healthpeak’s digital transformation of commercial real‑estate management by replacing fragmented spreadsheets with Palantir’s AI Platform (AIP), using a unified ontology to automate data capture, billing, anomaly detection, and voice‑driven workflows, dramatically improving efficiency and scalability.

AIAutomationOntology
0 likes · 18 min read
How Healthpeak Revamped Real‑Estate Operations with Palantir’s AI‑Driven Ontology Platform
Code Mala Tang
Code Mala Tang
Jan 7, 2026 · Fundamentals

When to Use Git Rebase vs Merge: Avoid Losing Code

This article explains the core differences between git rebase and git merge, illustrates how each rewrites or preserves commit history with concrete command examples, outlines safe usage scenarios, and provides practical tips to prevent code loss during collaborative development.

Code safetyGitmerge
0 likes · 6 min read
When to Use Git Rebase vs Merge: Avoid Losing Code
DeWu Technology
DeWu Technology
Jan 5, 2026 · Frontend Development

How a Frontend Monorepo Boosted Code Quality and Release Stability at Scale

This article details the governance framework, key metrics, and concrete engineering practices used to improve Git metadata performance, code quality scoring, lint enforcement, workflow checkpoints, and code duplication reduction for a large‑scale frontend monorepo, resulting in measurable stability gains.

Stabilitycode qualityfrontend
0 likes · 15 min read
How a Frontend Monorepo Boosted Code Quality and Release Stability at Scale
NetEase LeiHuo Testing Center
NetEase LeiHuo Testing Center
Jan 2, 2026 · Artificial Intelligence

From ChatGPT to LLM‑Native: Building Intelligent AI Agents and Workflows with LangChain

The article explains why traditional chat‑based AI tools are limited to advice, introduces next‑generation LLM‑native applications that can understand, plan, and act, and provides a step‑by‑step guide on designing AI workflows, autonomous agents, hybrid architectures, and the Model Context Protocol (MCP) using LangChain.

AI agentsLLMLangChain
0 likes · 36 min read
From ChatGPT to LLM‑Native: Building Intelligent AI Agents and Workflows with LangChain
Tencent Technical Engineering
Tencent Technical Engineering
Dec 29, 2025 · Artificial Intelligence

Automate PPT Creation with CodeBuddy AI Skills: A Hands‑On Guide

This article walks through the common pain points of manual PPT preparation and shows how CodeBuddy’s document‑skills PPTX skill can automate slide generation, editing, and templating through step‑by‑step installation, configuration, and practical examples, including code snippets and visual results.

AICodeBuddyPPT automation
0 likes · 36 min read
Automate PPT Creation with CodeBuddy AI Skills: A Hands‑On Guide
Fun with Large Models
Fun with Large Models
Dec 26, 2025 · Artificial Intelligence

LangGraph Agent Design Patterns Part 1: Prompt‑Chain, Router, and Parallel Modes

This article introduces three core LangGraph workflow patterns—Prompt‑Chain, Router, and Parallel—explaining their concepts, advantages, and concrete Python code examples that demonstrate how to decompose tasks, route requests, and run sub‑tasks concurrently for more reliable and efficient AI agents.

AI agentsLangGraphParallel mode
0 likes · 19 min read
LangGraph Agent Design Patterns Part 1: Prompt‑Chain, Router, and Parallel Modes
Data STUDIO
Data STUDIO
Dec 22, 2025 · Operations

12 Essential Python Automation Libraries for 2026 Every Developer Should Know

The article reviews twelve Python automation libraries—Kedro, Prefect, Pywinauto, Swifter, DagFactory, Schedule, Tenacity, Beanie, Helium, PyFilesystem2, Ruff, and Zappa—detailing their core features, code examples, use‑case scenarios, and why they will become indispensable tools for developers in 2026.

AutomationCloudPython
0 likes · 29 min read
12 Essential Python Automation Libraries for 2026 Every Developer Should Know
AI Large Model Application Practice
AI Large Model Application Practice
Dec 16, 2025 · Artificial Intelligence

Recreating NotebookLM’s PPT Generation with a Low‑Code Workflow

This guide shows how to use the open‑source BISHENG low‑code platform, ByteDance’s Seed‑1.6 and Seedream‑4.5 models, and a custom MCP server to build a workflow that uploads documents, performs RAG, generates structured PPT outlines with LLMs, creates page images via text‑to‑image models, and assembles a downloadable PDF, all while incorporating human‑in‑the‑loop controls.

BISHENGHITLLLM
0 likes · 17 min read
Recreating NotebookLM’s PPT Generation with a Low‑Code Workflow
Wuming AI
Wuming AI
Dec 10, 2025 · Artificial Intelligence

Workflow vs Agent: Choosing Fixed Pipelines or Dynamic LLM Orchestration

This article explains the fundamental differences between workflow‑style fixed pipelines and agent‑style dynamic LLM orchestration, compares their characteristics, reviews classic workflow patterns, and walks through a concrete implementation using the Kuzi platform with step‑by‑step screenshots.

AIAgentKuzi
0 likes · 9 min read
Workflow vs Agent: Choosing Fixed Pipelines or Dynamic LLM Orchestration
BirdNest Tech Talk
BirdNest Tech Talk
Dec 7, 2025 · Artificial Intelligence

Recreating DeerFlow’s Multi‑Agent Research Pipeline with LangGraphGo in 30 Minutes

This article walks through the open‑source DeerFlow framework—its multi‑agent architecture, core features, and a step‑by‑step implementation using the Go‑based LangGraphGo library, covering planner, researcher, reporter and podcast nodes, state‑graph design, CLI/web modes, and deployment instructions.

AI researchLLMLangGraphGo
0 likes · 14 min read
Recreating DeerFlow’s Multi‑Agent Research Pipeline with LangGraphGo in 30 Minutes
Architecture and Beyond
Architecture and Beyond
Dec 7, 2025 · Artificial Intelligence

How to Turn Industry Workflows into Actionable Skills with Claude

This article explains Claude's Skill system, how Skills differ from prompts, the concept of industry Workflows, the boundaries between Skills, Tools, and MCPs, and provides a step‑by‑step guide for designing Skills, wrapping legacy systems into Workflows, and building a hybrid Workflow‑plus‑Agent architecture for reliable, auditable automation.

AIAgentAutomation
0 likes · 18 min read
How to Turn Industry Workflows into Actionable Skills with Claude
DaTaobao Tech
DaTaobao Tech
Dec 1, 2025 · Artificial Intelligence

How AI Can Automate Repetitive Work: From Simple Tools to Intelligent Agents

This article shares the author's practical experience in using AI to tackle complex repetitive tasks, presenting a reusable methodology that abstracts human actions into a perception‑decision‑execution loop, and demonstrates three automation modes—tool assistant, workflow, and intelligent agent—through real‑world cases in data governance, ticket handling, and baseline operations.

AI automationData Governanceintelligent agent
0 likes · 23 min read
How AI Can Automate Repetitive Work: From Simple Tools to Intelligent Agents
Qunar Tech Salon
Qunar Tech Salon
Nov 27, 2025 · Backend Development

How a Visual Canvas Transforms High‑Performance Marketing Workflow Engineering

This article details the design and implementation of a visual canvas‑based marketing configuration system that replaces Apollo, introduces a custom Reactor‑powered workflow engine, outlines component ecosystems, solves concurrency challenges, and demonstrates significant efficiency, scalability, and reliability gains after deployment.

CanvasMarketingReactor
0 likes · 15 min read
How a Visual Canvas Transforms High‑Performance Marketing Workflow Engineering
Bilibili Tech
Bilibili Tech
Nov 27, 2025 · Artificial Intelligence

Mastering Agentic Systems with Blades: Concepts, Code, and Workflow Patterns

This article explains what an AI Agent is, distinguishes it from traditional workflows, and demonstrates how to build and customize agents using the Go‑based Blades framework, covering core concepts, code examples, five workflow patterns, best‑practice guidelines, and reference resources.

AIAgentBlades
0 likes · 11 min read
Mastering Agentic Systems with Blades: Concepts, Code, and Workflow Patterns
Java Tech Enthusiast
Java Tech Enthusiast
Nov 8, 2025 · Backend Development

Master Flowable BPM: Integrate with Spring Boot 3 for Seamless Workflow Automation

This tutorial walks through Flowable BPM basics, Spring Boot 3 integration, Maven dependencies, YAML configuration, thread‑pool setup, process definition via the Flowable UI, deployment, querying, starting, task handling, completion, and rejection, providing complete code snippets and screenshots for a functional workflow system.

BPMFlowablebackend
0 likes · 15 min read
Master Flowable BPM: Integrate with Spring Boot 3 for Seamless Workflow Automation
Top Architect
Top Architect
Nov 7, 2025 · Backend Development

How to Integrate Flowable BPM with Spring Boot 3: A Step‑by‑Step Guide

This article provides a comprehensive, code‑driven tutorial on integrating the Flowable BPM engine with Spring Boot 3, covering dependency setup, YAML configuration, thread‑pool tuning, process definition using the Flowable UI, deployment, starting processes, querying deployments and instances, handling tasks, completing and rejecting workflows, all illustrated with practical examples and screenshots.

BPMFlowablespring-boot
0 likes · 14 min read
How to Integrate Flowable BPM with Spring Boot 3: A Step‑by‑Step Guide
Data Party THU
Data Party THU
Nov 1, 2025 · Artificial Intelligence

How to Blend Process‑Oriented and Agent‑Centric AI into a Hybrid Intelligent Pipeline

This article analyzes two contrasting AI agent design paradigms—process‑driven workflow orchestration and autonomous agent intelligence—examines their strengths and limitations, and proposes a hybrid architecture that fuses deterministic pipelines with dynamic planning, tool use, and memory mechanisms to achieve both reliability and adaptability.

AIAgentHybrid
0 likes · 15 min read
How to Blend Process‑Oriented and Agent‑Centric AI into a Hybrid Intelligent Pipeline
Liangxu Linux
Liangxu Linux
Oct 28, 2025 · Artificial Intelligence

Explore 500+ AI Agent Projects and Essential Open‑Source Tools for Developers

This guide curates over 500 real‑world AI agent use cases, a comprehensive student resource hub, collections of MCP servers, a Docker‑based Windows runtime, AI‑focused automation platforms, and a YAML‑driven workflow engine, each with direct GitHub links for quick exploration.

AI agentsAutomationGitHub
0 likes · 7 min read
Explore 500+ AI Agent Projects and Essential Open‑Source Tools for Developers
IT Services Circle
IT Services Circle
Oct 28, 2025 · Artificial Intelligence

Google’s Chrome DevTools MCP lets AI debug browsers; explore n8n‑MCP for AI workflow automation

Google open‑sourced Chrome DevTools MCP, enabling AI agents to control Chrome for real‑time code debugging, while the n8n‑MCP project bridges AI assistants with the n8n workflow platform, offering automated workflow generation, extensive node libraries, and validation features for developers seeking AI‑driven automation.

AIChromeDevTools
0 likes · 5 min read
Google’s Chrome DevTools MCP lets AI debug browsers; explore n8n‑MCP for AI workflow automation
360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Oct 24, 2025 · Artificial Intelligence

7 Essential Agent Design Patterns for Building Autonomous AI Systems

This article explains the fundamental differences between workflows and agents, introduces seven core design patterns—including three workflow patterns and four agent patterns—provides Python examples using Ollama, and shows how to combine these patterns to create robust, autonomous AI applications.

AI agentsAutonomous SystemsLLM
0 likes · 30 min read
7 Essential Agent Design Patterns for Building Autonomous AI Systems
High Availability Architecture
High Availability Architecture
Oct 17, 2025 · Artificial Intelligence

Unlock Autonomous AI Agents with Spring AI Alibaba: Scheduling, Human‑in‑the‑Loop, and Real‑World Use Cases

This article explores how Spring AI Alibaba enables the development of autonomous AI agents that run on schedules, interact with humans when needed, and handle tasks such as periodic business automation, batch processing, emergency response, and long‑cycle data analysis, illustrated with Java code examples.

JavaLLMSpring AI
0 likes · 12 min read
Unlock Autonomous AI Agents with Spring AI Alibaba: Scheduling, Human‑in‑the‑Loop, and Real‑World Use Cases
Code Ape Tech Column
Code Ape Tech Column
Oct 15, 2025 · Backend Development

Master Flowable BPM with Spring Boot 3: Step‑by‑Step Integration Guide

This article walks through integrating the open‑source Flowable BPM engine into a Spring Boot 3 application, covering Maven dependencies, YAML datasource and Flowable settings, thread‑pool configuration, process modeling with the Flowable UI, deployment, and APIs for starting, querying, completing, and rejecting workflow instances, all illustrated with code snippets and screenshots.

BPMFlowableJava
0 likes · 15 min read
Master Flowable BPM with Spring Boot 3: Step‑by‑Step Integration Guide
Top Architect
Top Architect
Oct 13, 2025 · Backend Development

Unlocking Liteflow: Build Fast, Flexible Rule Engines for Java Backends

This article introduces Liteflow, a lightweight yet powerful Java rule engine that enables developers to orchestrate complex serial and parallel business flows using concise XML/JSON/YAML definitions, supports hot‑deployment, multiple scripting languages, and provides detailed usage examples, component types, configuration, and a real‑world e‑commerce scenario.

JavaLiteFlowRule Engine
0 likes · 13 min read
Unlocking Liteflow: Build Fast, Flexible Rule Engines for Java Backends
Baidu Tech Salon
Baidu Tech Salon
Oct 11, 2025 · Artificial Intelligence

How AI‑Powered Workflows Supercharge Development Efficiency

This article details how an international advertising platform team integrated AI across the entire development pipeline—using AI‑generated documentation, code, rule‑based IDE guidance, MCP servers, and memory banks—to transform repetitive tasks into automated processes, dramatically boosting productivity and reducing manual effort.

AIMCPRules
0 likes · 17 min read
How AI‑Powered Workflows Supercharge Development Efficiency
Fun with Large Models
Fun with Large Models
Oct 10, 2025 · Artificial Intelligence

Coze Low-Code Agent Platform: In‑Depth Look at Its Six Core Features

This article provides a comprehensive overview of the Coze low‑code AI agent platform, detailing its free, multi‑model capabilities and six core functions—plugins, knowledge base, database, image flow, workflow, and multi‑agent collaboration—while illustrating how each feature lowers development barriers and enables sophisticated agent applications.

Agent PlatformCozeKnowledge Base
0 likes · 13 min read
Coze Low-Code Agent Platform: In‑Depth Look at Its Six Core Features
Top Architect
Top Architect
Oct 6, 2025 · Backend Development

Mastering Liteflow: A Lightweight Rule Engine for Spring Boot

This article introduces Liteflow, a lightweight yet powerful rule engine for Spring Boot, covering its architecture, supported rule formats, component types, EL rule file syntax, data context handling, configuration options, and a real‑world e‑commerce workflow example that demonstrates parallel and sequential processing.

LiteFlowRule Engineworkflow
0 likes · 12 min read
Mastering Liteflow: A Lightweight Rule Engine for Spring Boot
Su San Talks Tech
Su San Talks Tech
Sep 29, 2025 · Fundamentals

Merge vs Rebase: When to Use Each Git Strategy for Clean History

This article explains the differences between Git merge and rebase, shows how each command works with example workflows and code snippets, introduces the squash option for compressing commits, and provides guidance on choosing the appropriate strategy based on project needs and team preferences.

GitVersion Controlmerge
0 likes · 6 min read
Merge vs Rebase: When to Use Each Git Strategy for Clean History
Deepin Linux
Deepin Linux
Sep 28, 2025 · Backend Development

Unlocking High‑Performance Delayed Tasks with Sogou’s C++ Workflow Framework

Workflow, Sogou’s open‑source C++ asynchronous framework, tackles the core challenge of efficiently processing massive delayed tasks in distributed systems by integrating a time‑wheel based scheduler, non‑blocking I/O, and lightweight APIs, delivering millisecond‑level precision and dramatically reduced resource consumption.

AsynchronousC++Task scheduling
0 likes · 60 min read
Unlocking High‑Performance Delayed Tasks with Sogou’s C++ Workflow Framework
FunTester
FunTester
Sep 25, 2025 · Artificial Intelligence

Mastering AI‑Assisted Coding: A Structured 4‑Stage Workflow to Boost Efficiency

This article presents a practical, four‑stage methodology—Explore, Plan, Code, Commit—that transforms AI from a simple code generator into a strategic development partner, helping engineers tackle unfamiliar codebases, avoid “vibe coding,” and dramatically improve productivity and code quality.

AI programmingSoftware engineeringproductivity
0 likes · 19 min read
Mastering AI‑Assisted Coding: A Structured 4‑Stage Workflow to Boost Efficiency
Tencent Cloud Developer
Tencent Cloud Developer
Sep 24, 2025 · Artificial Intelligence

Mastering AI-Powered Coding: A Structured 4‑Stage Collaboration Framework

This article presents a practical, four‑stage methodology for collaborating with AI coding assistants—exploring, planning, building, and committing—illustrating how structured prompts, role‑based instructions, and decision‑making frameworks can dramatically improve productivity, code quality, and developer cognition across diverse programming tasks.

AIcollaborationproductivity
0 likes · 19 min read
Mastering AI-Powered Coding: A Structured 4‑Stage Collaboration Framework
Top Architect
Top Architect
Sep 20, 2025 · Backend Development

Mastering LiteFlow: A Lightweight Rule Engine for Complex Business Workflows

This article introduces LiteFlow, a lightweight yet powerful rule engine for Java Spring Boot, explains its architecture, supported rule formats, core components, EL rule syntax, data context handling, configuration options, and demonstrates a real e‑commerce workflow with code snippets and diagrams.

LiteFlowRule Enginespring-boot
0 likes · 13 min read
Mastering LiteFlow: A Lightweight Rule Engine for Complex Business Workflows
FunTester
FunTester
Sep 8, 2025 · Frontend Development

How Focus Chain Manages Task Lifecycles with Real‑Time Tracking and Smart Reminders

The article explains Focus Chain’s core workflow for task lifecycle management, detailing task creation, execution, cross‑context persistence, and smart reminder features, and includes the parseCurrentTodoInfo parsing function, the ChecklistRenderer component, configuration protocols, and file‑editing integration, illustrating a comprehensive frontend solution for real‑time task tracking.

AutomationMarkdownReAct
0 likes · 10 min read
How Focus Chain Manages Task Lifecycles with Real‑Time Tracking and Smart Reminders
Su San Talks Tech
Su San Talks Tech
Sep 2, 2025 · Fundamentals

Mastering Finite State Machines with Spring Statemachine: A Complete Guide

Learn the fundamentals of finite state machines, explore their core concepts and four key elements, and see how to implement and persist a Spring Statemachine for order processing with detailed code examples, diagrams, and troubleshooting tips, while also understanding common pitfalls and best practices.

AOPJavaPersistence
0 likes · 26 min read
Mastering Finite State Machines with Spring Statemachine: A Complete Guide
Programmer XiaoFu
Programmer XiaoFu
Sep 1, 2025 · Fundamentals

Advanced Chain of Responsibility: Multi‑Level Validation and Workflow for Elegant Code

This article explains the Chain of Responsibility pattern, shows how to use it for multi‑stage validation and workflow scenarios, walks through a product‑creation example with concrete handlers, configuration via JSON, Spring bean injection, recursive chain assembly, and a reimbursement‑approval workflow, complete with runnable test cases.

Chain of ResponsibilityJavaSpring
0 likes · 20 min read
Advanced Chain of Responsibility: Multi‑Level Validation and Workflow for Elegant Code
Top Architect
Top Architect
Aug 26, 2025 · Backend Development

Master Liteflow: A Lightweight Rule Engine for Complex Business Flows

This article introduces the Liteflow rule engine, explains its architecture, component types, EL rule syntax, data context handling, Spring Boot configuration, and demonstrates a real‑world e‑commerce order processing scenario with code examples and diagrams.

JavaLiteFlowspring-boot
0 likes · 13 min read
Master Liteflow: A Lightweight Rule Engine for Complex Business Flows
Tencent Cloud Developer
Tencent Cloud Developer
Aug 26, 2025 · Artificial Intelligence

Building a Scalable, Observable Recommendation Scheduling Engine from Scratch

This article explains how recommendation systems work, distinguishes online services from offline computation, outlines a typical recommendation flow, and presents a three‑stage evolution (1.0, 2.0, 3.0) with design principles for stability, observability, and efficiency, culminating in a DAG‑based orchestration and traceable execution.

AIObservabilitySystem Design
0 likes · 13 min read
Building a Scalable, Observable Recommendation Scheduling Engine from Scratch
Data Party THU
Data Party THU
Aug 24, 2025 · Artificial Intelligence

How to Build a Multi‑Agent AI Research Assistant with LangGraph

This article demonstrates how to construct a multi‑agent AI research assistant using the LangGraph framework, detailing the system’s shared state design, individual agent implementations for research, fact‑checking, and report generation, workflow orchestration, advanced patterns like dynamic routing and parallel execution, and performance considerations.

AI research assistantLangGraphPython
0 likes · 14 min read
How to Build a Multi‑Agent AI Research Assistant with LangGraph