#task planning
2410 related articles
Product Reviews·4 min
Cursor vs Claude Code Real-World Comparison: Who Wins at Analyzing a 40K-Line Java Project?
Real-world comparison of Cursor vs Claude Code analyzing a 20-40K line Java project with identical models and prompts, testing code analysis, design pattern recognition, and test coverage assessment.
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Tutorials·4 min
Manus AI Tutorial: The Three-Layer Expression Method to Triple Your Efficiency (With 19 Real-World Scenarios)
A detailed guide to Manus AI Agent's core capabilities and usage techniques, using the Three-Layer Expression Method to issue precise instructions across 19 real-world scenarios including workplace reporting, data analysis, and side income.
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Product Reviews·4 min
MiniMax AI Agent Review: Testing 3 Real-World Scenarios with This Free AI Agent
In-depth MiniMax AI Agent review: tested across business plans, research reports, and PPT creation. Powered by MiniMax M1 with 1M token context. Free to start.
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Tech Frontiers·4 min
Claude's Quota Slashed by 20x — Can GLM 4.6 Be the Best Alternative?
Anthropic slashes Claude Max Opus quotas by 20x, driving developer exodus. GLM 4.6 enters with 1/10th API pricing, 200K context window & open weights. Full comparison inside.
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Product Reviews·3 min
DeepAgent In-Depth Review: An AI Agent That Controls Your Computer for $10/Month — Is It Worth It?
In-depth review of DeepAgent's Computer Use Agent: tested across property search, Excel dashboard building, and flight comparison. Is this $10/month AI agent platform worth it?
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Tutorials·3 min
Gemini 3.1 Pro + Claude Opus 4.6: The Ultimate AI Coding Combo — A Practical Guide
How to combine Gemini 3.1 Pro and Claude Opus 4.6 for AI programming: Opus handles architecture planning, Gemini executes code generation, building a Minecraft clone for free in Anti-Gravity IDE.
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Deep Dives·3 min
Two Root Causes of Agent Context Rot: Distraction vs. Poisoning Explained
AI Agent getting dumber over time? Context Rot has two root causes: Distraction (attention dilution) and Poisoning (causal chain contamination). Learn symptoms, mechanisms, and remediation strategies.
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Deep Dives·3 min
What Are Large Language Models? A Deep Dive into Parameters, Models, and the Essence of AI LLMs
What exactly is a large model? This article explains the essence of LLMs from the core concepts of "models" and "parameters," covering GPT parameter scales, vector dimensions, and open-source model selection.
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Tech Frontiers·2 min
GitHub Copilot Desktop App Released: How Agent Programming Is Reshaping the Development Workflow
GitHub Copilot launches a standalone desktop app with session-driven Agentic development. JetBrains gains CLI Agent capabilities. Deep analysis of Copilot's layered architecture strategy.
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Product Reviews·3 min
Claude Code vs Cursor Real-World Comparison: Which Wins on an Elevator Simulator Project?
Real-world comparison of Claude Code and Cursor through an elevator scheduling simulator project — analyzing task planning, architecture understanding, code generation, and delivery quality.
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Product Reviews·3 min
Alibaba Qoder vs Cursor, Trae, Claude Code: In-Depth Review of 4 Major AI Coding Tools in 2025
In-depth comparison of Alibaba Qoder, Cursor, Trae, and Claude Code across architecture, features, and use cases to help developers choose the best AI coding tool.
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Product Reviews·4 min
AI Coding Tools Compared: Which Is Best for Beginners — Cursor, Copilot, or Windsurf?
Based on 4 months of paid usage, a full comparison of Cursor, Windsurf, GitHub Copilot, Augment, and Trae across value, ease of use, and code quality for beginners.
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Product Reviews·3 min
Claude Code vs Gemini vs Cursor: A Real-World Android Native Development Comparison
Real-world comparison of Claude Code, Gemini, and Cursor for Android native development—testing engineering capabilities, UI fidelity, and feature implementation.
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Tech Frontiers·3 min
Andrew Ng's New Course: Revolutionizing Code Development with Gemini CLI Open-Source Agents
Andrew Ng and Google launch a Gemini CLI course covering this open-source intelligent coding assistant's setup, context engineering, multi-tool orchestration, and advanced automation workflows.
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Tech Frontiers·2 min
Andrew Ng Partners with Google to Launch Gemini CLI Course: A Practical Guide to AI Coding Assistants
Andrew Ng partners with Google on a free Gemini CLI course covering installation, MCP automation, and agentic coding workflows using a real AI conference planning scenario.
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Product Reviews·3 min
Complete Guide to Kiro IDE: In-Depth Review of Amazon's Free AI Coding Tool
In-depth review of Amazon's Kiro IDE covering Spec Mode, Agent Hooks, and other core features. Compared with Cursor and Windsurf. Currently free with unlimited Claude Sonnet 4.0 access.
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Tutorials·3 min
GPT-OSS Open-Source Model Local Deployment Tutorial: Real-World Performance and VRAM Usage Analysis
Complete guide to deploying OpenAI's open-source GPT-OSS model locally with Ollama. Real-world testing of the 20B version on RTX 4090 covering Chinese comprehension, logical reasoning, and VRAM usage analysis under MoE architecture.
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Tutorials·3 min
GPT-OSS-20B Private Deployment Guide: Hardware Selection + Deployment Process + Performance Testing
Complete guide to privately deploying OpenAI's open-source GPT-OSS-20B: GPU selection (RTX 5090/V100/4070Ti), Linux deployment steps, API configuration, and real-world benchmarks with 120B hardware comparison.
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Product Reviews·3 min
Hands-On with OpenAI Codex Computer Use: Full Walkthrough of AI Autonomously Controlling a Mac Desktop
In-depth hands-on review of OpenAI Codex Computer Use: AI autonomously controls Mac apps via virtual cursor, supports parallel multitasking, per-app security, and superhuman speed with Spark model.
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Tech Frontiers·3 min
Gemini CLI Open-Source Release: 1000 Free Daily Calls to Gemini 2.5 Pro
Google open-sources Gemini CLI terminal agent with 1000 free daily calls to Gemini 2.5 Pro and 1M token context. Anthropic Claude models join GitHub Copilot as AI dev tool competition heats up.
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