#task decomposition
127 related articles
Tutorials·3 min
Andrew Ng's Agent AI Course Fully Explained: Why It's Taking the Tech World by Storm
Deep dive into why Andrew Ng's Agent AI course went viral, covering the five-module agent architecture breakdown, course highlights, target audience, and learning tips for developers.
Read more →
Tutorials·4 min
Semi-AI Mode: A Pragmatic Approach to API Automation Testing Frameworks
Explore the semi-AI approach to API automation testing: why pure AI fails, framework design principles, technology choices, and clear human-AI division of labor for practical implementation.
Read more →
Industry Insights·3 min
Decoding Claude's New Policy: Dedicated Monthly Quota Is Actually a Massive Cut to AFK Use Cases
Deep analysis of Anthropic's new Claude subscription policy: dedicated programmatic access quotas appear beneficial but actually slash AFK automation workflow capacity by up to 96%.
Read more →
Tutorials·2 min
How Enterprise Text-to-SQL Breaks the 90% Accuracy Barrier: A Practical Guide to Agent Architecture
A deep dive into engineering strategies for enterprise Text-to-SQL to break 90% accuracy, covering precise schema retrieval, multi-Agent architecture, self-correction, and AI coding practices.
Read more →
Product Reviews·3 min
Picaboo: An Open-Source AI Desktop Automation Tool That Directly Controls Your Computer
Picaboo is an open-source AI desktop automation tool that controls your computer like a human through screenshot recognition and intelligent operations. Learn how it works, its use cases, and security considerations.
Read more →
Deep Dives·4 min
Can AI Agents Replace a Development Team? A Practical Guide for Non-Technical People
Can non-technical people use AI Agents to build virtual dev teams? From CEO Agent to Developer Agent, we analyze the theory vs. reality and offer a practical implementation guide.
Read more →
Tutorials·3 min
OpenRouter Free Models Tutorial: Accessing 28 Free AI Models & Deep Dive into the AI Market Landscape
Guide to OpenRouter's 28 free AI models with API setup, covering GPT-OSS 120B, DeepSeek V4 Flash, and leaderboard insights into the AI model market landscape.
Read more →
Tutorials
Is Context Engineering the Core of Age…
·2 min
Is Context Engineering the Core of Agent Development? A Deep Dive into a High-Frequency Interview Question
Deep dive into a top LLM interview question: Is context engineering the core of Agent development? Covers five context modules, four pain points, and advanced solutions.
Read more →
Tutorials
Anthropic Engineer Shares Four Golden …
·2 min
Anthropic Engineer Shares Four Golden Rules for Vibe Coding
Anthropic's coding agent lead shares four core principles for Vibe Coding in production: be AI's product manager, use it at leaf nodes, focus on verifiability, and embrace exponential growth.
Read more →
Tech Frontiers
DeepSeek TUI: A Terminal AI Coding Ass…
·3 min
DeepSeek TUI: A Terminal AI Coding Assistant Built in Rust with 2.3K GitHub Stars
DeepSeek TUI is an open-source terminal AI coding tool written in Rust, optimized for DeepSeek API, dubbed Claude Code for DeepSeek. Plus: AI joint ventures, Sierra's $950M raise, and AWS Agent infrastructure updates.
Read more →
Tutorials
Context Engineering in Practice with C…
·3 min
Context Engineering in Practice with CodeBuddy IDE: Two Rule Files to Generate Apps with a Single Sentence
Learn how to apply Context Engineering in CodeBuddy IDE using two custom rule files — a Requirements-to-TODO-LIST engine and a Project Execution engine — to generate complete apps with a single sentence.
Read more →
Tutorials
35 Lines of Prompts Let Codex Auto-Opt…
·3 min
35 Lines of Prompts Let Codex Auto-Optimize Your Workflow — Reposted by OpenAI's President
An OpenAI employee used just 35 lines of prompts to have Codex analyze 30 days of work history, identify repetitive tasks, and generate reusable automated Skills. Combined with screen reading and long-term memory, Codex is becoming a proactive workflow optimization agent.
Read more →
Tutorials
Claude Code Source Code Study Guide: E…
·3 min
Claude Code Source Code Study Guide: Efficiently Mastering Core AI Agent Development Architecture
Learn AI Agent development from Claude Code's 510K lines of source code, covering Agent Loop, context compression, multi-Agent orchestration, and two efficient study methods.
Read more →
Product Reviews
AI Tool Rankings for Solo Businesses: …
·2 min
AI Tool Rankings for Solo Businesses: Top Picks, Alternatives & Open-Source Options Across 7 Categories
A complete AI tool matrix for solo businesses across 7 categories—Text, Image, Video, Audio, Digital Avatars, Coding & Agents—with top picks, alternatives, and open-source options.
Read more →
Tutorials
Spring AI Agent Utils: A Java Agent To…
·3 min
Spring AI Agent Utils: A Java Agent Toolkit Reverse-Engineered from Claude Code's Core Features
Deep dive into Spring AI Agent Utils toolkit covering Skill modules, Ask a User Question, To Do Write, Auto Memory, and multi-Agent orchestration — empowering Java developers to build powerful AI Agents.
Read more →
Tutorials
Harness Engineering Deep Dive: Multi-L…
·2 min
Harness Engineering Deep Dive: Multi-Level Memory and Multi-Agent Collaborative Development in Practice
Deep dive into Harness Engineering: deconstructing Claude Code's multi-level memory, defense-in-depth, Hermes Agent autonomous evolution, and multi-Agent collaboration for industrial-grade AI development.
Read more →
Tutorials
LangGraph 0.5.3 + MCP Agent Developmen…
·2 min
LangGraph 0.5.3 + MCP Agent Development in Practice: Security Authentication & Deployment Guide
LangGraph 0.5.3 introduces MCP server security authentication and agent deployment solutions. Combined with Qwen3 models, it provides a complete production-grade AI agent development stack.
Read more →
Tutorials
AI Agent Practical Development: A Comp…
·3 min
AI Agent Practical Development: A Complete Guide from Concept to Building Production-Grade Intelligent Agents
A deep dive into AI Agent core principles and practical development paths, covering perception-decision-execution capabilities, MCP protocol tool integration, and analysis of Manus and AutoGLM.
Read more →
Tutorials
Zen MCP: An Open-Source Tool That Lets…
·2 min
Zen MCP: An Open-Source Tool That Lets Claude Orchestrate Multiple AI Models in Collaboration
Deep dive into Zen MCP, an open-source project that lets Claude Code orchestrate Gemini, O3, and other AI models via MCP protocol, with cost-reduction proxy setup guide.
Read more →
Product Reviews
Gemini 2.5 Pro 0605 Hands-On Compariso…
·3 min
Gemini 2.5 Pro 0605 Hands-On Comparison with o3 and Claude Opus 4: Full Evaluation Across Coding, Reasoning, and Writing
Hands-on testing of Gemini 2.5 Pro 0605 across coding, reasoning, creative writing, and app development, compared head-to-head with OpenAI o3 and Claude Opus 4.
Read more →