Tagged articles

workflow

597 articles · Page 1 of 6
Java Architect Essentials
Java Architect Essentials
Jun 28, 2026 · Artificial Intelligence

Claude Code Repo Hits 54K Stars in 60 Days, Supercharging Front‑End Development

Within two months the open‑source Claude Code best‑practice repository amassed over 54 000 GitHub stars by systematically cataloguing community‑validated concepts, features, workflows and 83 practical tips, offering concrete guidance—such as context compression thresholds, staged planning, and disciplined hook usage—to dramatically improve front‑end and back‑end coding efficiency.

AI coding assistantClaude CodeGitHub
0 likes · 8 min read
Claude Code Repo Hits 54K Stars in 60 Days, Supercharging Front‑End Development
macrozheng
macrozheng
Jun 28, 2026 · Artificial Intelligence

Why CLAUDE.md, Permissions, and Verification Are Essential When Using Claude Code

Using Claude Code can boost productivity, but without a well‑crafted CLAUDE.md, strict permission controls, sub‑agents, hooks, and a disciplined workflow, the AI may make risky changes, misinterpret rules, or expose sensitive data, so careful setup and ongoing maintenance are crucial.

AI codingCLAUDE.mdClaude Code
0 likes · 32 min read
Why CLAUDE.md, Permissions, and Verification Are Essential When Using Claude Code
Linyb Geek Road
Linyb Geek Road
Jun 28, 2026 · Artificial Intelligence

12 Pitfalls I Learned While Building AI Skills Over Six Months

Over the past half‑year the author built dozens of AI Skills, discovering twelve common traps—from over‑relying on prompts and bloated skill sets to vague descriptions, hidden token costs, knowledge placement, security gaps, and the need for proper evaluation—offering concrete guidance to avoid them.

AI SkillsAgentEvaluation
0 likes · 11 min read
12 Pitfalls I Learned While Building AI Skills Over Six Months
Linyb Geek Road
Linyb Geek Road
Jun 27, 2026 · Artificial Intelligence

How to Build a Real AI Coding Environment with Matt Pocock’s Skills

While many expect AI to instantly double coding speed, the article shows that without a solid engineering feedback loop projects falter; Matt Pocock’s open‑source .skills repository offers a markdown‑driven workflow—clarifying requirements, documenting decisions, applying TDD, diagnosing bugs, and maintaining architecture—guiding developers through a repeatable, context‑aware AI‑assisted development process.

AI programmingClaude CodeTDD
0 likes · 14 min read
How to Build a Real AI Coding Environment with Matt Pocock’s Skills
JD Tech
JD Tech
Jun 26, 2026 · Product Management

How JD Health’s OPC Team Built a Full‑Process Product Skill Framework

The article details JD Health’s OPC team’s adoption of Anthropic’s open‑source product‑management Skills to create a repeatable, evidence‑driven workflow that guides problem validation, requirement definition, roadmap planning, sprint execution, and post‑launch review without a dedicated product manager.

AI SkillsAnthropicOPC
0 likes · 13 min read
How JD Health’s OPC Team Built a Full‑Process Product Skill Framework
Data Party THU
Data Party THU
Jun 26, 2026 · Artificial Intelligence

A Practical Guide to Loop Engineering: 14 Steps to Automate Repetitive Tasks

This article presents a 14‑step, evidence‑based guide for building Loop Engineering systems, explaining when to adopt loops, the five core components (Automations, Worktrees, Skills, Connectors, Sub‑agents), how to construct a minimal, safe loop, and the common failure modes and security risks to watch.

AI AutomationAgentLoop Engineering
0 likes · 10 min read
A Practical Guide to Loop Engineering: 14 Steps to Automate Repetitive Tasks
Su San Talks Tech
Su San Talks Tech
Jun 26, 2026 · Artificial Intelligence

Claude Code Best‑Practice Repo Hits 54K Stars in 60 Days – Supercharging Front‑End and Back‑End Development

The open‑source "claude-code-best-practice" repository compiles community‑validated Claude Code techniques into four layers—concepts, features, workflows, and 83 actionable tips—offering concrete examples, token‑usage guidelines, workflow patterns, and hook strategies that dramatically improve both front‑end and back‑end development efficiency.

AI coding assistantClaude CodeGitHub
0 likes · 8 min read
Claude Code Best‑Practice Repo Hits 54K Stars in 60 Days – Supercharging Front‑End and Back‑End Development
DataFunTalk
DataFunTalk
Jun 25, 2026 · Big Data

From Writing SQL to Speaking Requirements: Practical Guide to DataWorks Data Agent

This article walks through using DataWorks Data Agent to automate end‑to‑end data‑warehouse development—from preparing source tables and a structured requirement document, uploading it, crafting task commands, selecting execution modes and models, to the agent generating SQL, building workflows, publishing them, and producing a final report—all without writing SQL manually.

AI AutomationBig DataData Agent
0 likes · 16 min read
From Writing SQL to Speaking Requirements: Practical Guide to DataWorks Data Agent
AI Architecture Hub
AI Architecture Hub
Jun 25, 2026 · Artificial Intelligence

Loop Engineering: The Essential Skill Every AI Developer Needs by 2026

The article explains how AI developers must move from manually feeding prompts to building automated feedback loops—called loop engineering—detailing token cost challenges, loop architectures, open vs. closed designs, six core modules, and practical examples that illustrate this shift.

AI AgentsAutomationClaude
0 likes · 14 min read
Loop Engineering: The Essential Skill Every AI Developer Needs by 2026
Java Architect Essentials
Java Architect Essentials
Jun 23, 2026 · Artificial Intelligence

Claude Code Best Practices: 54k Stars in 60 Days and Boosting Full‑Stack Development

The open‑source "claude-code-best-practice" repository, which amassed over 54,000 GitHub stars in just two months, systematically organizes community‑validated Claude Code techniques—from core concepts and beta features to workflow comparisons and 83 actionable tips—helping developers use the AI coding assistant efficiently across front‑end and back‑end projects.

AI coding assistantClaude CodeFull‑stack development
0 likes · 8 min read
Claude Code Best Practices: 54k Stars in 60 Days and Boosting Full‑Stack Development
Java Tech Enthusiast
Java Tech Enthusiast
Jun 20, 2026 · Artificial Intelligence

Why Even the Gatekeeper Knows Claude Code Better Than I Do – Lessons from My Team Presentation

Claude Code is a powerful yet pricey AI coding assistant, and this article reviews the community‑driven "claude-code-best-practice" repository, detailing its four‑dimensional guide, token‑management tricks, workflow modules, hot new features, and a curated list of 83 practical tips to help developers use the tool efficiently.

AI coding assistantClaude CodeGitHub
0 likes · 8 min read
Why Even the Gatekeeper Knows Claude Code Better Than I Do – Lessons from My Team Presentation
Tech Minimalism
Tech Minimalism
Jun 20, 2026 · Artificial Intelligence

How to Build a Real‑Project AI Coding Environment with Matt Pocock’s Skills

The article explains why AI‑assisted coding fails without a solid engineering feedback loop, introduces Matt Pocock’s open‑source .claude/skills workflow, and provides a step‑by‑step guide—including requirement clarification, PRD generation, vertical task slicing, TDD, debugging and architecture upkeep—to create a reproducible AI programming environment.

AI codingClaude CodeMatt Pocock
0 likes · 15 min read
How to Build a Real‑Project AI Coding Environment with Matt Pocock’s Skills
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 16, 2026 · Artificial Intelligence

AI Coding Needs Discipline: My Two‑Month Harness Framework Experience

The article analyzes why the bottleneck in AI‑assisted coding has shifted from model capability to workflow stability, introduces a three‑layer "harness" framework that externalizes discipline, details its evolution through four development phases, and presents a deterministic evaluation platform that quantifies the framework’s effectiveness.

AIAgentEvaluation
0 likes · 27 min read
AI Coding Needs Discipline: My Two‑Month Harness Framework Experience
IT Services Circle
IT Services Circle
Jun 15, 2026 · Artificial Intelligence

Even the Guard Knows Claude Code Better: My Practical Tips and Pitfall Guide

This article reviews the open‑source "claude-code-best-practice" repository, compares novice and expert usage of Claude Code, explains its core concepts, new features, workflow patterns, and highlights three immediately applicable tips such as token‑usage limits, structured planning, and proper hook usage.

AI coding assistantClaude CodeHooks
0 likes · 9 min read
Even the Guard Knows Claude Code Better: My Practical Tips and Pitfall Guide
Code Ape Tech Column
Code Ape Tech Column
Jun 15, 2026 · Artificial Intelligence

How to Let Claude Code Finish Your Work While You Sleep: 6 Essential Commands

Claude Code offers a suite of six built‑in slash commands—/goal, /loop, /batch, /simplify, /doctor, and /debug—that let you define autonomous goals, schedule status checks, run parallel refactors, clean up code, diagnose configuration issues, and debug runtime problems without constant supervision.

AutomationClaude CodeCode Refactoring
0 likes · 13 min read
How to Let Claude Code Finish Your Work While You Sleep: 6 Essential Commands
AI Architecture Hub
AI Architecture Hub
Jun 14, 2026 · Artificial Intelligence

40 Hidden Claude Tips to Supercharge Your Workflow

This article compiles 40 little‑known Claude shortcuts—ranked by how many minutes they save—covering prompt reuse, project mode, file uploads, pre‑questioning, staged writing, parallel chats, summarisation, batch requests, diagnostic prompts, and many workflow hacks that together can shave hours from daily AI‑assisted tasks.

AIClaudePrompt Engineering
0 likes · 16 min read
40 Hidden Claude Tips to Supercharge Your Workflow
Linyb Geek Road
Linyb Geek Road
Jun 11, 2026 · Artificial Intelligence

From Reactive to Self‑Evolving: The Four‑Stage Evolution of AI Agents (2023‑2026)

The article maps the 2023‑2026 evolution of AI agents across four distinct stages—reactive ReAct, workflow‑driven, autonomous, and self‑evolving—while dissecting how the six core modules (Prompt, Planning, Memory, Tools, Workflow, Environment) shift from model‑centric to engineered determinism.

AI AgentsPlanningPrompt Engineering
0 likes · 10 min read
From Reactive to Self‑Evolving: The Four‑Stage Evolution of AI Agents (2023‑2026)
Old Zhang's AI Learning
Old Zhang's AI Learning
Jun 9, 2026 · Product Management

Open-Source AI Skills Marketplace for PMs: 68 Skills, 9 Plugins Cover the Full Lifecycle

PM Skills is an open‑source AI‑driven marketplace that encodes classic product‑management methodologies into 68 reusable Skills, bundles them into 9 Plugins, and adds new commands like /red-team-prd and an AI Shipping Kit to automate the entire product‑manager workflow from discovery to release, with concrete examples, installation guides, and a balanced look at strengths and limitations.

AIAutomationClaude
0 likes · 14 min read
Open-Source AI Skills Marketplace for PMs: 68 Skills, 9 Plugins Cover the Full Lifecycle
Java Web Project
Java Web Project
Jun 9, 2026 · Artificial Intelligence

The Ultimate Open‑Source Companion for Claude Code & Codex in IDEA (3.3k Stars)

The article introduces the community‑driven "claude-code-best-practice" repository, which systematically organizes Claude Code best practices into concepts, features, workflows, and tips, highlights its rapid growth to over 54k GitHub stars, and provides concrete guidance on context management, workflow stages, and hook usage for effective AI‑assisted development.

AI codingClaude CodeGitHub
0 likes · 8 min read
The Ultimate Open‑Source Companion for Claude Code & Codex in IDEA (3.3k Stars)
Architect
Architect
Jun 8, 2026 · Artificial Intelligence

Building an AI Workbench: Practical Agentic Engineering with Plans, Context, and Verification

The article distills insights from Matt Van Horn and John Kim on Agentic Engineering, proposing a five‑layer AI workbench (plan, context, execution, verification, governance), controlled parallelism, context engineering, reusable Skills, Hooks, Subagents, permission models, review templates, and a one‑week team experiment to embed engineering habits into AI‑driven workflows.

AIAgentic EngineeringAutomation
0 likes · 30 min read
Building an AI Workbench: Practical Agentic Engineering with Plans, Context, and Verification
Programmer XiaoFu
Programmer XiaoFu
Jun 8, 2026 · Artificial Intelligence

Why Smart LLMs Still Struggle to Deploy Agents in Production

Although large language models have become more capable, deploying AI agents in production remains difficult because their probabilistic nature leads to error accumulation, testing challenges, fragile real‑world interactions, and a lack of deterministic controls, requiring strict workflows, schema validation, mock testing, and human oversight.

AI AgentsLLMProduction
0 likes · 8 min read
Why Smart LLMs Still Struggle to Deploy Agents in Production
AI Architecture Hub
AI Architecture Hub
Jun 8, 2026 · Artificial Intelligence

Build Fully Automated Claude Workflows to Run While You Sleep

The article explains how repetitive daily tasks—trend scanning, multi‑platform content creation, report compilation, and follow‑up emails—can be turned into autonomous Claude workflows by defining a role, attaching tools, setting triggers, and specifying output, then walks through a five‑step method to create a morning‑briefing workflow in under 30 minutes, showing the productivity shift it enables.

AI AutomationClaudePrompt Engineering
0 likes · 14 min read
Build Fully Automated Claude Workflows to Run While You Sleep
AntData
AntData
Jun 5, 2026 · R&D Management

My 9‑Step Spec Coding at Ant Data: Making AI Coding Team‑Controllable

The article analyzes the shortcomings of ad‑hoc Vibe Coding, introduces Spec‑Driven Development as a structured AI‑assisted workflow, details a nine‑step process with concrete commands and examples, evaluates its trade‑offs, and offers practical guidance on when and how to apply it in team projects.

AI codingsoftware engineeringspec-driven development
0 likes · 21 min read
My 9‑Step Spec Coding at Ant Data: Making AI Coding Team‑Controllable
Tech Verticals & Horizontals
Tech Verticals & Horizontals
Jun 4, 2026 · Artificial Intelligence

Why Your AI Programming Stalls: The Workflow, Not the Model, Is the Real Bottleneck

The article explains that while AI code generators like Codex, Cursor, and Claude Code are powerful, teams often suffer from lost context, missing requirement clarification, lack of validation, and no knowledge retention, and proposes an open‑source superpowers‑openspec skill library that introduces structured workflows, memory mechanisms, and delivery standards to turn AI into a stable, collaborative engineering partner.

AI programmingopen sourcesoftware engineering
0 likes · 12 min read
Why Your AI Programming Stalls: The Workflow, Not the Model, Is the Real Bottleneck
AI Large-Model Wave and Transformation Guide
AI Large-Model Wave and Transformation Guide
Jun 4, 2026 · Artificial Intelligence

How to Use Codex + Image2 for a Controlled, Editable AI‑Generated PPT – Step‑by‑Step Guide

This article presents a four‑stage workflow that uses Codex to extract content, Image2 to explore visual styles, high‑resolution visual drafts, and a mixed‑reconstruction strategy to produce fully editable PPTX files, complete with prompt examples, validation criteria, and common pitfalls.

AICodexImage2
0 likes · 17 min read
How to Use Codex + Image2 for a Controlled, Editable AI‑Generated PPT – Step‑by‑Step Guide
AgentGuide
AgentGuide
Jun 4, 2026 · Artificial Intelligence

AI Agent Interview FAQ: Distinguishing Agents from Workflows and Their Design Trade‑offs

The article explains that the fundamental distinction between AI Agents and Workflows lies in who holds decision‑making control, outlines common Workflow patterns, describes the step‑by‑step operation of Agents, and provides clear criteria for choosing the appropriate approach in interview scenarios.

AI AgentsAgent vs WorkflowAnthropic
0 likes · 9 min read
AI Agent Interview FAQ: Distinguishing Agents from Workflows and Their Design Trade‑offs
Linyb Geek Road
Linyb Geek Road
Jun 1, 2026 · Artificial Intelligence

Why Knowledge, Not Harness, Is the Real Moat: Designing a Layered Knowledge Architecture for AI Engineering Teams

The article explains how an AI engineering team turned the hype around Harness Engineering into a sustainable competitive edge by building a multi‑layered, Git‑backed knowledge repository, defining knowledge types and maturity, integrating it with a 16‑stage workflow, and solving human‑machine interaction bottlenecks with remote‑control tools.

AI EngineeringGitHarness Engineering
0 likes · 32 min read
Why Knowledge, Not Harness, Is the Real Moat: Designing a Layered Knowledge Architecture for AI Engineering Teams
ArcThink
ArcThink
May 31, 2026 · Artificial Intelligence

Why AI’s “I’ve Tested It” Isn’t Enough: Implementing a Verification Gate Workflow

The article explains that AI agents often claim tasks are complete without providing verifiable evidence, and introduces a Verification Gate that requires concrete command, result, coverage, and risk information—structured by risk‑based layers, hooks, and subagents—to ensure honest and traceable completion of AI‑driven code changes.

AI AgentsHooksVerification Gate
0 likes · 16 min read
Why AI’s “I’ve Tested It” Isn’t Enough: Implementing a Verification Gate Workflow
Old Zhang's AI Learning
Old Zhang's AI Learning
May 30, 2026 · Artificial Intelligence

Set Up an Entire AI Development Pipeline with a Single Command

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

AI AgentsAutomationSpec-driven
0 likes · 9 min read
Set Up an Entire AI Development Pipeline with a Single Command
Continuous Delivery 2.0
Continuous Delivery 2.0
May 29, 2026 · Artificial Intelligence

Why AI Development’s New Bottleneck Is No Longer Coding but Testing Inference and Workflow Orchestration

The article argues that while AI‑driven code generation has eliminated coding speed as a constraint, the real limitation now lies in automating test inference and workflow orchestration, and it outlines two key breakthroughs—embedding testing strategies into AI pipelines and structuring requirements—to unlock true AI‑powered development efficiency.

AIAutomationCI/CD
0 likes · 6 min read
Why AI Development’s New Bottleneck Is No Longer Coding but Testing Inference and Workflow Orchestration
Old Zhang's AI Learning
Old Zhang's AI Learning
May 29, 2026 · Artificial Intelligence

How I Got an AI Agent to Open a Browser, Scrape Hugging Face Papers, and Auto‑Post to X

This article reviews LocoAgent, an open‑source AI‑powered social‑media agent that uses real Chrome sessions to fetch Hugging Face daily papers, process them with a lightweight model, and automatically post summaries to X via customizable workflows, detailing setup, execution, and observed results.

AI AgentHugging FaceSocial Media
0 likes · 8 min read
How I Got an AI Agent to Open a Browser, Scrape Hugging Face Papers, and Auto‑Post to X
Architect's Ambition
Architect's Ambition
May 29, 2026 · Artificial Intelligence

Enterprise Agent Deployment: Model Selection, Scenario Trade‑offs, and Platformization

This article breaks down the complete logic for rolling out enterprise‑grade AI agents, explaining the core definition, comparing autonomous planning versus workflow‑based models, outlining four Multi‑Agent collaboration patterns, and detailing a step‑by‑step optimization and platformization roadmap to avoid common pitfalls.

AI AgentsEnterprise AILLM
0 likes · 14 min read
Enterprise Agent Deployment: Model Selection, Scenario Trade‑offs, and Platformization
PaperAgent
PaperAgent
May 28, 2026 · Artificial Intelligence

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

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

AI AgentAutomationDesktop
0 likes · 10 min read
How a Desktop AI Agent Turns My PC into a One‑Person Capability Hub
Architect
Architect
May 26, 2026 · Artificial Intelligence

Why Claude’s 17 New Capabilities Matter: Moving Agents from Chat to Real Workflows

Claude’s latest suite of 17 capabilities—Projects, Memory, Artifacts, Chrome, Cowork, Skills, and more—reframes the agent from a simple chat assistant into a workflow component, prompting architects to evaluate context entry, auditable outputs, permission boundaries, repeatable processes, and cost controls before deployment.

AI AgentsArtifactsClaude
0 likes · 26 min read
Why Claude’s 17 New Capabilities Matter: Moving Agents from Chat to Real Workflows
java1234
java1234
May 26, 2026 · Artificial Intelligence

Master Spring AI Alibaba: Build AI Agents, Workflows, and Multi‑Agent Apps with Minimal Java Code

Spring AI Alibaba extends Spring AI with a native agent and workflow framework, integrating Alibaba's DashScope models, ReactAgent, multi‑agent orchestration, Graph workflows, tool calling, memory handling, and production‑grade features, enabling Java developers to create sophisticated AI applications with just a few lines of code.

AI integrationAgent frameworkDashScope
0 likes · 22 min read
Master Spring AI Alibaba: Build AI Agents, Workflows, and Multi‑Agent Apps with Minimal Java Code
SuanNi
SuanNi
May 25, 2026 · Artificial Intelligence

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

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

AI AgentsAutomationCodex
0 likes · 12 min read
Unlocking Codex: An OpenAI Engineer’s Guide to Full‑Scale Automation
Big Data Tech Team
Big Data Tech Team
May 25, 2026 · Artificial Intelligence

Mastering Data Agent: A Complete End‑to‑End Guide from Basics to Pro

This article breaks down the concept of a Data Agent that automates the entire traditional data‑analysis pipeline, explains its three‑layer architecture, the ReAct reasoning loop, multi‑agent collaboration, six practical use cases, and offers deployment recommendations for teams looking to adopt AI‑driven data workflows.

AIBIData Agent
0 likes · 18 min read
Mastering Data Agent: A Complete End‑to‑End Guide from Basics to Pro
Smart Workplace Lab
Smart Workplace Lab
May 23, 2026 · Artificial Intelligence

Why AI Output Still Needs Manual Fixes and How a 3‑Step Automated Test Can Cut Rework by 80%

The article explains why fast AI‑generated drafts still demand tedious manual corrections and presents a three‑step automated testing protocol—format locks, logical validation, and redundancy filtering—that shifts quality checks upstream, reducing manual rework by about 80% and error rates below 2%.

AIPrompt Engineeringautomated testing
0 likes · 6 min read
Why AI Output Still Needs Manual Fixes and How a 3‑Step Automated Test Can Cut Rework by 80%
Smart Workplace Lab
Smart Workplace Lab
May 22, 2026 · Artificial Intelligence

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

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

AIAutomationDecision Audit
0 likes · 7 min read
When AI Decision Fails, Who Holds the Final Say? A Three‑Step Human‑Machine Audit Protocol
Architect
Architect
May 21, 2026 · Artificial Intelligence

Beyond Code: Extending Codex into Full‑Scale Workflows

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

AI AgentsAutomationCodex
0 likes · 26 min read
Beyond Code: Extending Codex into Full‑Scale Workflows
Old Zhang's AI Learning
Old Zhang's AI Learning
May 15, 2026 · Artificial Intelligence

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

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

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

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

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

AIAutomationKnowledge Base
0 likes · 20 min read
Building an AI‑Powered Frontend Development Workflow with Bili‑FE
Shuge Unlimited
Shuge Unlimited
May 12, 2026 · Frontend Development

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

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

AutomationOpenSpecReAct
0 likes · 24 min read
Building a Project Skeleton from Scratch with OpenSpec: Full Workflow Walkthrough
AI Architecture Hub
AI Architecture Hub
May 11, 2026 · Operations

Why HTML Beats Markdown for Claude Code Outputs

The article explains how using HTML instead of Markdown with Claude Code delivers richer information density, better readability, easy sharing, interactive capabilities, and deeper data ingestion despite higher token usage and longer generation time, making it a more effective format for AI‑driven documentation and workflows.

AI AgentsClaude CodeHTML
0 likes · 14 min read
Why HTML Beats Markdown for Claude Code Outputs
Frontend AI Walk
Frontend AI Walk
May 9, 2026 · Product Management

From Validation to Delivery: A Best‑Practice Guide for Startup Pressure Test and gstack

The article compares two AI‑driven startup tools—codex‑startup‑pressure‑test‑skill, which acts as a high‑pressure validator to kill bad ideas early, and Garry Tan’s gstack, a role‑based product‑team system that pushes validated ideas through design, engineering, QA and shipping, offering a decision matrix and step‑by‑step workflow for founders.

AIcodex-startup-pressure-testgstack
0 likes · 18 min read
From Validation to Delivery: A Best‑Practice Guide for Startup Pressure Test and gstack
Wuming AI
Wuming AI
May 6, 2026 · Artificial Intelligence

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

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

AIAutomationSkills
0 likes · 11 min read
5 Must‑Try AI Skills: Find One That Fits or Build Your Own
Architect's Guide
Architect's Guide
May 5, 2026 · Backend Development

Why This Lightweight Rule Engine Lets You Ditch If‑Else Statements

The article introduces the liteflow rule‑engine framework, explains its architecture, component types, EL rule files, data‑context handling, configuration options, and demonstrates a real‑world e‑commerce workflow that replaces verbose if‑else code with concise rule definitions.

ConfigurationJavaLiteFlow
0 likes · 9 min read
Why This Lightweight Rule Engine Lets You Ditch If‑Else Statements
AI Step-by-Step
AI Step-by-Step
May 5, 2026 · Product Management

How to Convert Rough PRDs into Structured AI‑First Specifications

The article explains why feeding vague PRDs to AI coding tools leads to unstable code, and presents a step‑by‑step workflow that rewrites rough requirements into a structured AI‑First PRD covering goals, boundaries, states, acceptance criteria, and feasibility checks before implementation.

AIPRDproduct management
0 likes · 15 min read
How to Convert Rough PRDs into Structured AI‑First Specifications
AI Architecture Hub
AI Architecture Hub
May 5, 2026 · Backend Development

How AI Is Redefining Backend Architecture Beyond Code Generation

The article analyzes how the surge of AI agents—projected to generate 80% of API calls—forces backend systems to evolve from MVC‑style monoliths toward a new core foundational unit that unifies APIs, workflows, observability, and shared state across diverse frameworks.

AIAPIAgents
0 likes · 10 min read
How AI Is Redefining Backend Architecture Beyond Code Generation
FunTester
FunTester
May 4, 2026 · Industry Insights

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

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

AIAutomationcareer development
0 likes · 9 min read
How AI Amplifies the Matthew Effect: Why the Strong Get Stronger
PaperAgent
PaperAgent
May 4, 2026 · Artificial Intelligence

Why Claude 4.6 Scores Only 66%: Claw‑Eval‑Live Shows Terminal Skills Aren’t Enough

The article explains that modern AI agents must be judged on actual task execution and audit evidence, and Claw‑Eval‑Live reveals that while agents can use terminals, they still fail dramatically on cross‑system workflows such as HR, management, and operations, with no model surpassing a 70% pass rate.

AI AgentsClaw-EvalEvaluation
0 likes · 7 min read
Why Claude 4.6 Scores Only 66%: Claw‑Eval‑Live Shows Terminal Skills Aren’t Enough
Smart Workplace Lab
Smart Workplace Lab
May 3, 2026 · Artificial Intelligence

How to Resolve Conflicts Among Multiple AI Agents in the Workplace

The article analyzes why deploying many AI agents without a central coordinator leads to task duplication and wasted effort, then presents a step‑by‑step dispatcher protocol, conflict‑fuse SOP, and permission‑revocation checklist that together restore control and streamline multi‑agent workflows.

AI AgentsSOPcentral scheduler
0 likes · 5 min read
How to Resolve Conflicts Among Multiple AI Agents in the Workplace
Java Tech Enthusiast
Java Tech Enthusiast
May 3, 2026 · Backend Development

Escape the If‑Else Nightmare with Powerful Workflow Orchestration

The article explains how excessive if‑else branching in multi‑business Java systems harms maintainability and reliability, and demonstrates how a flow engine combined with plugin extensions can isolate code, configure per‑business execution chains, and safely handle success, rollback, and callbacks.

JavaOrchestrationcode isolation
0 likes · 6 min read
Escape the If‑Else Nightmare with Powerful Workflow Orchestration
Shuge Unlimited
Shuge Unlimited
May 3, 2026 · Artificial Intelligence

Combining OpenSpec and Superpowers: A 4‑Step Workflow to Eliminate Luck in AI Coding

This article analyses how OpenSpec’s hard‑coded specification engine and Superpowers’ LLM‑driven execution loop complement each other, presenting a detailed four‑step workflow, concrete code snippets, and a side‑by‑side comparison that shows how the combined approach resolves both definition and execution quality issues in AI‑assisted programming.

AI programmingDelta SpecLLM
0 likes · 17 min read
Combining OpenSpec and Superpowers: A 4‑Step Workflow to Eliminate Luck in AI Coding
PMTalk Product Manager Community
PMTalk Product Manager Community
May 2, 2026 · Interview Experience

How a Real AI Use‑Case Won Me an Offer

The author recounts an interview where the question "How do you use AI in your work?" was answered with a concrete, step‑by‑step AI‑assisted workflow that turned a tool outage into a stable, reusable process, demonstrating the value of problem definition over mere tool mentions.

AICase Studyinterview
0 likes · 9 min read
How a Real AI Use‑Case Won Me an Offer
Code Mala Tang
Code Mala Tang
Apr 29, 2026 · Operations

Mastering Claude Code Permissions: A Complete Guide to settings.json

This guide explains how to configure Claude Code’s settings.json file at global, project, and local levels, defining allow, deny, and ask rules, default modes, safe command lists, and hooks, enabling seamless team‑shared permissions and eliminating repetitive permission prompts during development sessions.

Claude CodeHookspermissions
0 likes · 11 min read
Mastering Claude Code Permissions: A Complete Guide to settings.json
Frontend AI Walk
Frontend AI Walk
Apr 26, 2026 · Artificial Intelligence

Become an AI Agent Operator in 90 Days: From No‑Code Skills to Automated Workflows

This guide explains why AI Agent Operators are emerging as a new profession, contrasts the role with Prompt Engineers, outlines four core skills—CLI, agents.md, structured inputs, and business judgment—provides a step‑by‑step workflow, a 90‑day training roadmap, common pitfalls, and references from Deloitte and McKinsey.

AI AgentsAutomationCLI
0 likes · 22 min read
Become an AI Agent Operator in 90 Days: From No‑Code Skills to Automated Workflows
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 23, 2026 · Product Management

The Core Logic Behind AI Product Management: When and How to Use Multiple Agents

The article explains why many AI product managers struggle with multi‑agent concepts, outlines the three structural bottlenecks a single agent faces, shows how task decomposition and specialized agents improve quality, and provides concrete product‑design decisions—including orchestration, context passing, failure handling, and human‑in‑the‑loop—to determine when multi‑agent architectures are appropriate.

AI product managementOrchestrationTask Decomposition
0 likes · 16 min read
The Core Logic Behind AI Product Management: When and How to Use Multiple Agents
Frontend AI Walk
Frontend AI Walk
Apr 23, 2026 · Artificial Intelligence

Three Ways to Connect AI with Obsidian – Choose the Right One for Your Workflow

The article compares three practical approaches—using a Terminal plugin, community AI plugins (lightweight Text Generator or full‑vault Claudian Agent), and an external AI editor—to integrate AI into Obsidian, detailing installation steps, command examples, pros and cons, and guidance on selecting the best fit for different use cases.

AI integrationClaude CodeClaudian
0 likes · 15 min read
Three Ways to Connect AI with Obsidian – Choose the Right One for Your Workflow
Golang Shines
Golang Shines
Apr 22, 2026 · Artificial Intelligence

How to Build AI Agents with ADK-Go in Go

This guide walks through installing ADK-Go, configuring a simple LLM agent, handling model selection and errors, leveraging Google Search and custom function tools, and orchestrating complex workflows with SequentialAgent, LoopAgent, and ParallelAgent, all illustrated with concrete Go code examples and output.

ADKAI AgentAgent Types
0 likes · 25 min read
How to Build AI Agents with ADK-Go in Go
macrozheng
macrozheng
Apr 21, 2026 · Backend Development

Why Process Orchestration Is Essential for Scalable Backend Systems

The article explains how excessive if‑else branching in a middle‑platform backend leads to maintenance nightmares, and demonstrates how a workflow engine combined with a plugin extension mechanism provides clean code isolation, flexible business extensions, and reliable execution flow.

Process Orchestrationbackendcode isolation
0 likes · 6 min read
Why Process Orchestration Is Essential for Scalable Backend Systems
AI Open-Source Efficiency Guide
AI Open-Source Efficiency Guide
Apr 20, 2026 · Game Development

Build an Indie Game in 5 Days with Claude Code Game Studios’ 49 AI Agents

Claude Code Game Studios is a virtual game‑studio framework that assembles 49 AI agents, 72 slash commands, and 12 automation hooks to automate the entire game‑development pipeline—from concept brainstorming to release—cutting a typical two‑week design phase down to 2‑3 days and supporting Unity, Unreal, and Godot.

AI AgentsAutomationClaude Code
0 likes · 11 min read
Build an Indie Game in 5 Days with Claude Code Game Studios’ 49 AI Agents
Frontend AI Walk
Frontend AI Walk
Apr 20, 2026 · Operations

How to Become a Niche Authority in One Week: A Complete Step‑by‑Step Methodology

This guide walks you through a seven‑day, repeatable workflow—from narrowing your niche and gathering real user pain points to dissecting viral content, drafting a positioning whitepaper, producing a flagship article, scoring it, and finally publishing and iterating—so you can rapidly build credibility and influence in any vertical.

AI toolsSocial Mediacontent strategy
0 likes · 22 min read
How to Become a Niche Authority in One Week: A Complete Step‑by‑Step Methodology
Frontend AI Walk
Frontend AI Walk
Apr 20, 2026 · Artificial Intelligence

Build an AI‑Powered Content Creation Workflow: Distill Experts, Master a Niche in 7 Days, and Let AI Do the Heavy Lifting

This guide shows content creators how to set up a practical AI toolchain—using Obsidian to distill expert knowledge into a searchable vault, applying a 7‑day vertical‑niche sprint to define positioning, and allocating 50% of daily work time to Claude and other AI tools as a topic radar and second brain—complete with SOPs, checklists, and common pitfalls.

AIClaudeObsidian
0 likes · 15 min read
Build an AI‑Powered Content Creation Workflow: Distill Experts, Master a Niche in 7 Days, and Let AI Do the Heavy Lifting
AI Explorer
AI Explorer
Apr 19, 2026 · Artificial Intelligence

How Claude’s Design System Prompt Turns AI into an Expert Designer

The article reveals Claude’s design system prompt, detailing its role as an expert designer, a six‑step workflow, context‑driven methodology, exploration modes, strict technical rules, built‑in collaboration tools, and ethical content guidelines that together enable the AI to produce high‑quality, user‑centric designs.

AI designClaudePrompt Engineering
0 likes · 6 min read
How Claude’s Design System Prompt Turns AI into an Expert Designer
AgentGuide
AgentGuide
Apr 18, 2026 · Artificial Intelligence

How to Write High‑Quality Skills for Your Agent System

The article outlines a five‑step process for creating robust Agent Skills, covering when to encapsulate a task, extracting decision logic and anti‑patterns, writing concise instructions, provisioning workflows and verification loops, and iterating with real‑world testing to ensure reliability.

AgentPrompt EngineeringSkill Design
0 likes · 8 min read
How to Write High‑Quality Skills for Your Agent System

How AI + Enterprise WeChat Cut Procurement Monitoring from Days to Hours

This article details a step‑by‑step solution that uses Dify AI workflows, Alibaba Cloud MCP data, and an Enterprise WeChat bot to automatically collect, filter, and deliver government procurement bids, reducing manual search time from days to a few hours while improving data quality and reporting efficiency.

AI AutomationDifyEnterprise WeChat
0 likes · 8 min read
How AI + Enterprise WeChat Cut Procurement Monitoring from Days to Hours
Tech Verticals & Horizontals
Tech Verticals & Horizontals
Apr 17, 2026 · Artificial Intelligence

AI Coding Skill Library with Built‑In Memory and Self‑Learning

The article analyzes the recurring problem that AI assistants forget project context and fail to retain lessons across sessions, and proposes a two‑part solution—a persistent memory stored in repository files and an explicit self‑learning workflow—that makes AI collaboration transparent, maintainable, and reusable for engineering teams.

AI programmingmemoryself‑learning
0 likes · 9 min read
AI Coding Skill Library with Built‑In Memory and Self‑Learning
ZhiKe AI
ZhiKe AI
Apr 15, 2026 · Artificial Intelligence

Build Your AI Superpowers from Scratch: A Hands‑On Guide to Creating Claude Code Skills

This article walks you through what Claude Code skills are, how they work, the four skill types, the exact file format, a step‑by‑step process for building your first skill, best‑practice design principles, testing methods, and ongoing maintenance, enabling you to automate repetitive AI tasks efficiently.

AI SkillsAutomationClaude Code
0 likes · 15 min read
Build Your AI Superpowers from Scratch: A Hands‑On Guide to Creating Claude Code Skills
大转转FE
大转转FE
Apr 15, 2026 · Artificial Intelligence

Deploying and Harnessing OpenClaw AI Agents for Real‑World Development Workflows

This article shares practical experiences and step‑by‑step guidance on deploying OpenClaw locally or in the cloud, using it for personal and team tasks such as project research, incident triage, report generation, and secure multi‑agent workflows, while emphasizing best practices for model selection, skill development, and safety.

AI AgentOpenClawdeployment
0 likes · 20 min read
Deploying and Harnessing OpenClaw AI Agents for Real‑World Development Workflows
Geek Labs
Geek Labs
Apr 15, 2026 · Artificial Intelligence

seomachine: An Open-Source Workflow That Turns Claude Code into a Powerful SEO Content Engine

seomachine is an open-source, Claude‑Code‑integrated workflow that breaks SEO content creation into structured phases—instructions, initialization, iteration, and tool functions—offering creators a systematic, AI-assisted process for planning, drafting, and optimizing articles to meet technical SEO standards.

AI content generationClaude CodeSEO
0 likes · 8 min read
seomachine: An Open-Source Workflow That Turns Claude Code into a Powerful SEO Content Engine
Frontend AI Walk
Frontend AI Walk
Apr 14, 2026 · Artificial Intelligence

Connecting Claude and Obsidian: Two Integration Paths for a Reusable Writing Workflow

This guide details two ways to integrate Claude with Obsidian—direct MCP connection (about 30 minutes to set up) and a Karpathy‑inspired LLM Wiki workflow (raw→wiki→drafts)—including full configuration steps, a CLAUDE.md template, three core commands, and tips for turning raw notes into structured, publishable drafts.

AI writingClaudeKnowledge Management
0 likes · 17 min read
Connecting Claude and Obsidian: Two Integration Paths for a Reusable Writing Workflow
DeWu Technology
DeWu Technology
Apr 13, 2026 · Artificial Intelligence

How to Turn AI into a Structured Component‑Reuse Assistant: A Three‑Layer Skill Architecture

This article explains why a dedicated AI skill is needed to enforce component‑reuse discipline in a monorepo, outlines a three‑layer design (AGENTS.md, Hook, Skill), and details the implementation of a unified entry point, weighted matching, index pipelines, and feedback loops that together make AI decisions reliable and repeatable.

AISkill Architecturecomponent reuse
0 likes · 13 min read
How to Turn AI into a Structured Component‑Reuse Assistant: A Three‑Layer Skill Architecture
Shuge Unlimited
Shuge Unlimited
Apr 13, 2026 · Artificial Intelligence

Superpowers Best Practices: 7‑Step Workflow from Requirements to Production‑Ready Code

This article walks through Superpowers' disciplined 7‑stage workflow—starting with brainstorming, using Git worktrees, writing granular plans, automated sub‑agent development, strict TDD, mandatory code review, and final verification—demonstrated with a coupon‑redeem API implementation.

AI programmingGit worktreesSuperpowers
0 likes · 21 min read
Superpowers Best Practices: 7‑Step Workflow from Requirements to Production‑Ready Code
AI Step-by-Step
AI Step-by-Step
Apr 12, 2026 · Backend Development

Make Agents Survive Crashes and Restarts: Building a Persistent Task Engine with Durable Execution

The article explains how durable execution, exemplified by Temporal’s Workflow and Activity model, transforms long‑running Agent tasks—such as refund approvals that involve human sign‑off, external APIs, and overnight processing—into recoverable, auditable pipelines that survive crashes, restarts, and timeouts.

ActivityAgentDurable Execution
0 likes · 16 min read
Make Agents Survive Crashes and Restarts: Building a Persistent Task Engine with Durable Execution
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 12, 2026 · Artificial Intelligence

How to Use AI for Writing: A Complete Step‑by‑Step Guide from Idea to Final Draft

This article outlines a detailed, human‑AI collaborative workflow for producing high‑quality articles, covering goal definition, prompt design, incremental generation, post‑editing, plagiarism mitigation, and publishing tips, while warning against common pitfalls and over‑reliance on AI.

AI toolsAI writingPrompt Engineering
0 likes · 7 min read
How to Use AI for Writing: A Complete Step‑by‑Step Guide from Idea to Final Draft
Eric Tech Circle
Eric Tech Circle
Apr 12, 2026 · Artificial Intelligence

How to Build Reusable AI Agent Skills with Anthropic’s Skill Creator

This guide explains how to define, structure, and iterate AI Agent Skills using Anthropic's Skill Creator, covering template design, SKILL.md composition, a closed‑loop development workflow, and practical steps to turn verified methods into reusable skill assets.

AIAgent SkillsAnthropic
0 likes · 8 min read
How to Build Reusable AI Agent Skills with Anthropic’s Skill Creator
Tech Verticals & Horizontals
Tech Verticals & Horizontals
Apr 11, 2026 · R&D Management

Enterprise Workflow: Superpowers + OpenSpec Three‑Stage Process for Deliverable Results

The article presents a practical three‑stage workflow that combines Superpowers for exploratory planning with OpenSpec for formal specification, then returns to Superpowers for controlled implementation, testing, and archiving, helping teams eliminate vague requirements, reduce rework, and achieve traceable, on‑time deliveries.

OpenSpecSuperpowersrequirement management
0 likes · 13 min read
Enterprise Workflow: Superpowers + OpenSpec Three‑Stage Process for Deliverable Results
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 10, 2026 · Artificial Intelligence

AI Handles 80% of a Medical Triage Agent, Product Managers Cover the Rest

The article walks through a medical triage AI Agent built with LangChain, LangGraph, and LangSmith, showing how the framework supplies core model and tool interfaces, how graph‑based orchestration manages complex branching, loops and human‑in‑the‑loop steps, and how tracing and evaluation prove reliability for product managers.

AI AgentLangChainLangGraph
0 likes · 23 min read
AI Handles 80% of a Medical Triage Agent, Product Managers Cover the Rest
Code Ape Tech Column
Code Ape Tech Column
Apr 9, 2026 · Artificial Intelligence

Spring AI Alibaba vs AgentScope-Java: Which AI Framework Fits Your Java Projects?

This article compares Spring AI Alibaba and AgentScope-Java, examining their distinct design philosophies—graph‑based workflow versus agentic autonomy—core architectures, key capabilities, code examples, and practical selection guidance, while also highlighting the emerging trend of merging both approaches for optimal Java AI development.

AI FrameworkAgentScopeComparison
0 likes · 14 min read
Spring AI Alibaba vs AgentScope-Java: Which AI Framework Fits Your Java Projects?
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