#task decomposition
127 related articles
Product Reviews·3 min
Tencent WorkBuddy Hands-On Review: Mass-Producing Healing Pet Videos with AI Expert Teams — Full Workflow
Hands-on review of Tencent WorkBuddy's AI Expert Team collaboration mode for batch-producing healing pet videos. Full workflow from viral analysis to automated generation, with honest assessment.
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Tech Frontiers·2 min
DeepSeek-V3.2 Released: Coding and Math Capabilities Join the Global Top Tier
DeepSeek-V3.2 released with coding, math, and Agent capabilities matching Gemini 3.0 Pro, setting new open-source SOTA. Detailed analysis of performance gains, use cases, and deployment tips.
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Deep Dives·4 min
Is Context Engineering the Core of Agent Development? A Deep Dive into Architecture and Practical Solutions
Deep dive into context engineering as the core of Agent development, covering five context modules, four pain points, and dynamic assembly solutions including compression, hybrid retrieval, multi-Agent architecture, and state machine control.
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Tutorials·3 min
Claude Code with GLM 4.6: A Guide to Deploying a Programming Agent with Chinese Domestic Models
A detailed guide on deploying Claude Code programming Agent with Zhipu GLM 4.6, covering installation, model replacement, commands, thinking modes, and SubAgent parallel development.
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Expert Opinions·2 min
One Month After GPT5.5 Launch: People Who Use AI Are Quietly Getting Raises
One month after GPT5.5's launch, AI users are quietly getting raises while non-users remain anxious. Real usage insights, practical strategies, and why AI is your super assistant, not your competitor.
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Product Reviews·3 min
Zor Full-Stack AI Engineer: Build Complete Production-Ready Apps with a Single Prompt
Deep dive into Zor, the full-stack AI engineer platform that builds complete apps via natural language. Covers auth, databases, Stripe payments, AI image generation, and comparisons with Cursor and Lovable.
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Tutorials·1 min
Harness Engineering: Essential Architecture Guide for Agent Development
Deep dive into Harness Engineering architecture for AI agents: multi-agent collaboration, memory management, middleware design, MCP integration, and LangChain's DeepAgent framework.
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Tutorials·2 min
Claude Code Multi-Agent Orchestration: The tmux Dilemma on Windows and Solutions
Explaining how Claude Code's multi-Agent orchestration fails on Windows due to tmux incompatibility, analyzing WSL limitations, and exploring native alternatives and best practices.
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Deep Dives·3 min
How Multi-Agent Teams Solve AI Hallucination and Make AI Reliable
Deep analysis of how multi-agent architecture solves AI hallucination. From context rot to adversarial debate mechanisms, see how Anthropic, xAI, and Kimi reduce hallucination rates from 12% to 4.2%.
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Product Reviews
How a 5-Person Team Reimagined the Ent…
·3 min
How a 5-Person Team Reimagined the Entire Software Development Workflow with Codex: A Real-World Case Study
How a 5-person fleet management team uses OpenAI Codex to revolutionize efficiency: non-technical staff build products independently, orchestrator pattern for layered scheduling, and verify-first mode for code quality.
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Product Reviews·3 min
Costco Research Automation Agent Hands-On: One-Click Reproduction of Eigenfaces from Paper to Code
Hands-on test of Costco end-to-end research automation Agent: from reading the classic Eigenfaces paper to PCA code implementation, eigenface visualization, experimental evaluation, and LaTeX paper delivery in six steps.
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Product Reviews·3 min
FreeBuff: A Free AI Coding Agent Integrating Top Models Like DeepSeek V4
FreeBuff is a completely free AI coding agent integrating DeepSeek V4 Pro, Kimi K2.6, MiniMax M2.7 and more. Nine sub-agents handle the full workflow from project building to code review.
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Tutorials·3 min
GenSpark's Six AI Agents in Action: A Complete Guide for Building a One-Person Company
A practical guide to GenSpark's six AI Agents: AI Developer for websites, AI Designer for visuals, AI Sheets for data, AI Slides for presentations, Workflow automation, and Claw mobile manager.
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Product Reviews·3 min
OpenSwarm Hands-On: Open-Source Multi-Agent System Generates Complete Investment Package from a Single Prompt
Deep dive into OpenSwarm, an open-source multi-agent system where 8 specialized agents collaborate to generate complete deliverables—research, charts, slides—from a single prompt.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Product Reviews·3 min
GPT-5.1 Deep Dive: 10 Core Features That Transform AI from Chat Tool to Work Partner
Deep dive into GPT-5.1's 10 core feature upgrades including dual-mode switching, project agents, coding assistance, tool orchestration, and 24-hour prompt caching to boost your productivity.
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Product Reviews·2 min
Cursor 1.2 Released: Built-in Task Decomposition Enhances AI Programming Experience
Cursor 1.2 adds built-in automatic task decomposition. AI breaks complex requirements into a To-Do List and executes step by step — no plugins needed, with native task visualization for better control.
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Tutorials·3 min
Learn AI Agents in 30 Days: A Four-Stage Learning Roadmap from Zero to Production
A systematic breakdown of the AI Agent learning roadmap covering core architecture, ReAct/CoT paradigms, multi-agent collaboration, and Prompt optimization across four stages with quality resource recommendations.
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Tutorials·1 min
AI Large Language Model Learning Roadmap: Six Stages from Zero to Engineer
A systematic LLM engineer learning roadmap covering Transformer basics, prompt engineering, RAG, Agent development, API integration, fine-tuning, deployment, and project practice across six stages.
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Product Reviews·3 min
Deep Comparison of AI Coding Tools: Why OpenClaw Is Not Suitable for Writing Code
Deep comparison of AI coding tools like VS Code and Google IDE, revealing why OpenClaw is just a gateway not a coding tool, with analysis on model binding issues.
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