#instruction following
39 related articles
·4 min
Agent Development Learning Roadmap: A Four-Stage Systematic Guide from Beginner to Practitioner
A systematic four-stage learning roadmap for AI Agent development, covering core concepts, classic paradigms like ReAct, multi-agent collaboration frameworks, and hands-on projects to master Agent development skills in 2-3 months.
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·3 min
Prompt Template Design for Document Summarization: A Practical Guide to Three-Layer Progressive Prompt Engineering
A practical guide to three-layer progressive Prompt template design for document summarization, covering requirements analysis, architecture design, validation, and optimization — boosting information extraction completeness from 78% to 91%.
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What Is Cursor? Core Advantages and Co…
·3 min
What Is Cursor? Core Advantages and Complete Usage Guide for the AI-Native Programming Tool
Deep dive into Cursor AI programming tool's four core features, six-dimension comparison with traditional IDEs, and target audience analysis. Learn how this AI-native IDE boosts coding efficiency.
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In-Depth Review of a High-Freedom AI R…
·2 min
In-Depth Review of a High-Freedom AI Roleplay Companion App
In-depth review of a high-freedom AI roleplay companion app, covering immersive dialogue quality, character library depth, and custom character features to explore the latest trends in AI companions.
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·2 min
Google Gemini 3.5 Flash Released: A Generational Leap Focused on Agentic and Coding Capabilities
Google releases Gemini 3.5 Flash, skipping version 3.0 in a generational leap focused on agentic capabilities and coding performance, positioning it as a new AI model family bridging frontier intelligence with real-world action.
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·2 min
Two Years of AI Growth: From Passively Following Instructions to Proactively Understanding Intent
A look at AI's core evolution over two years: from a prompt-dependent instruction follower to an autonomous collaborator that understands intent, plans tasks, and self-corrects.
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·4 min
Google Hybrid Inference Comes to iOS: A Complete Guide to On-Device AI Cross-Platform Deployment
Google Hybrid Inference officially supports iOS, adds Gemma 4 on Android, and Chrome local Web inference nears GA. A deep dive into hybrid inference technology, cross-platform advantages, and developer opportunities.
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·4 min
Google Hybrid Inference Comes to iOS: A Complete Guide to On-Device AI Cross-Platform Deployment
Google Hybrid Inference now supports iOS, adds Gemma 4 on Android, and Chrome local Web inference nears GA. A deep dive into hybrid inference technology, cross-platform advantages, and developer opportunities.
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·1 min
Replit President Michele Catasta: 50 Million People Building Software with Natural Language
Replit President Michele Catasta shares the platform's latest milestone: over 50 million users building software with natural language and Claude. A deep dive into how Replit is democratizing programming.
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Tutorials·2 min
MCP Protocol in Practice: Building an AI Investment Analysis Agent with TradingView + Notion
A detailed guide on MCP protocol vs Skills, integrating TradingView and Notion MCPs to build an automated investment analysis Agent with market scanning, backtesting, and report generation.
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Product Reviews·2 min
GPT 5.1 vs Claude Sonnet 4.5 Hands-On Comparison: Who Wins at Reasoning, Writing, and Coding
Hands-on comparison of GPT 5.1 Thinking vs Claude Sonnet 4.5 across story writing, math reasoning, emotional support, instruction following, and coding to help you choose the right AI model.
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Product Reviews·1 min
Claude Haiku 4.5 Real-World Test: Failed All 5 Programming Tasks
Testing Claude Haiku 4.5 on 5 visual programming tasks including 3D modeling and physics simulation reveals systematic failures in reasoning, instruction following, and code quality.
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Tutorials·2 min
How to Switch to Full-Power Claude 4 in Cursor: Enable Max Mode to Boost Your Coding Efficiency
Learn how to switch to full-power Claude Opus 4 in Cursor, enable Max mode, manage quotas, and optimize prompts to dramatically boost your AI coding efficiency.
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Tutorials·3 min
Fully Automated Invoice Reimbursement with Local AI Agent: From Process Breakdown to Deployment
How to build a fully automated invoice reimbursement system with local AI Agents, covering OCR, info extraction, and form generation with MinerU+Qwen3+Qianwen Po.
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Deep Dives·3 min
Deep Dive into Pi's Swarm System: A Biology-Inspired Multi-Agent AI Programming Architecture
Deep dive into Pi's swarm system architecture (26K GitHub stars): scout, worker, and soldier ant roles, pheromone communication, adaptive concurrency control, and how multi-agent collaboration revolutionizes AI programming.
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Product Reviews·3 min
Manus Hands-On Review: How Does This AI Agent Perform on the DeepSeek Tech Stack?
Hands-on review of Manus AI Agent on the DeepSeek tech stack, analyzing task execution, Chinese reasoning capabilities, strengths, limitations, and the potential of domestic LLMs in Agent applications.
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Tutorials·2 min
Complete Guide to Connecting DeepSeek V4 with Claude Code: CC Switch Configuration Tutorial
Learn how to connect DeepSeek V4 Pro and V4 Flash to Claude Code using CC Switch, with complete steps for download, model mapping, and API Key configuration in 5 minutes.
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Tutorials·2 min
A Guide to Writing Effective Claude.md Files: Core Principles and Best Practices
Learn how to write effective claude.md files with core principles like concise instructions, progressive disclosure, and proper structure to maximize AI coding agent performance.
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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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Product Reviews·3 min
Deep Dive Review of AI Coding Assistants: Copilot at the Bottom — Who's the Real King?
Systematic evaluation of mainstream AI coding assistants across three models, comparing Claude Code, GitHub Copilot, Cursor, RooCode and more with comprehensive rankings.
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