#few-shot learning
369 related articles
Deep Dives·2 min
Agents Need Control Flow, Not More Prompts
Why do longer Prompts make AI Agents less stable? This article explains the control flow first architecture, replacing natural language control flow with code orchestration to boost multi-step reliability from 40% to over 90%.
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Tutorials·3 min
Getting Started with LLM Application Development from Scratch: A Complete Guide to Learning Paths and Career Directions
A complete beginner's guide to LLM application development: learn the three key directions (API calling, RAG, Agent), master frameworks like LangChain, and follow a step-by-step learning path to become an AI application developer.
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Tutorials·3 min
Learning LLM Application Development from Scratch: A Complete Roadmap from RAG to Agent
How to start LLM application development from scratch? A complete roadmap covering Python basics, RAG knowledge bases, and Agent development with LangChain.
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Tutorials·3 min
Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation
Learn how Claude Code combined with Skills encapsulation enables AI-driven test case generation with 10x efficiency gains, from 33 to 400+ cases through encoded expert knowledge.
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Tutorials·3 min
LLM Learning Roadmap: A Complete Guide from Beginner to Project Implementation Across Seven Core Modules
A systematic breakdown of seven core LLM learning modules covering environment setup, Prompt Engineering, RAG, Agents, dev frameworks, fine-tuning, and hands-on projects for developers.
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Tutorials·2 min
OpenClaw Skills Explained: The Core Skill Files for AI Test Case Auto-Generation
Deep dive into OpenClaw Skills: four core advantages including large-scale instructions, reusability, version control, and progressive loading for AI test case auto-generation.
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Tutorials·3 min
Agent Skills Explained: Structure, Core Principles, and Practical Application Guide
Deep dive into AI Agent Skills: their concept, core structure (skill.md, references, scripts, assets), and practical use cases to help you master the complete learning path from understanding to customizing Skills.
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Product Reviews·2 min
GPT_API_free: A Guide to Getting Free API Keys for ChatGPT/DeepSeek and Other LLMs
GPT_API_free is a GitHub project with 37,000+ Stars offering free API Keys for ChatGPT, DeepSeek, Claude, and other major LLMs. Learn about supported models, use cases, and compatibility.
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Product Reviews·2 min
GPT_API_free: Free Access to ChatGPT, DeepSeek, and Other Leading LLM APIs
GPT_API_free is a GitHub project with 37,700+ Stars offering free API Keys for ChatGPT, DeepSeek, Claude, Gemini, and more—ideal for developers learning, testing, and prototyping AI apps.
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Tutorials·2 min
Claude Code Chinese Manual: A Comprehensive Tutorial from Installation to Practice
A Chinese practical manual for Claude Code on ByteDance's Feishu, covering installation, domestic LLM adaptation, multi-scenario usage tips for zero-barrier AI programming tool adoption.
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Product Reviews·3 min
Espa Review: How an AI Executive Assistant Automates Scheduling and Email Management
In-depth review of Espa, an AI executive assistant tool, covering smart scheduling, auto email replies, task tracking, and bank-level encryption privacy protections.
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Product Reviews·2 min
LikeTony.ai Review: AI Celebrity-Style Landing Page Copywriting Tool
In-depth review of LikeTony.ai, a free AI landing page copy rewriting tool supporting celebrity styles like Musk and Jobs. Analysis of its mechanics, value, limitations, and market positioning.
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Industry Insights·2 min
The Era of Programming by Talking Has Arrived: How Programmers Can Adapt to the AI Coding Revolution
AI coding now enables 80% of production code to be LLM-generated, with 90% of front-end jobs displaced. Learn how programmers can adapt to the programming-by-talking revolution.
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Tutorials·2 min
Vibe Coding Interview Tips for Campus AI Product Manager Recruitment: Key Assessment Areas & Response Strategies
A systematic guide to Vibe Coding interview questions for campus AI PM recruitment: three assessment dimensions, error correction strategies, and advanced quality control tips.
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Industry Insights·2 min
The Comeback Story of o1: From Severely Underestimated to Changing the History of AI Reasoning
A look back at OpenAI's o1 model 18 months after launch: from being dismissed as overhype to breaking through math reasoning barriers and solving Olympiad-level problems.
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Tech Frontiers·2 min
Google's Mysterious Image Model Mondrian Exposed, Sonnet 4.5 to Be Discontinued
Google DeepMind's new image model Mondrian appears in Arena testing, matching GPT image generation; Anthropic to discontinue Sonnet 4.5; OpenAI shuts down fine-tuning API; ByteDance raises AI spending 25% to 200B RMB.
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Tutorials·2 min
Building an APP with AI from Scratch: A Practical Guide to Milestone Reviews and Iterative Development
Practical guide to building apps with AI from scratch: milestone reviews, DeepSeek API integration, MVP iteration strategy, and tips for effective AI collaboration.
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Tech Frontiers·2 min
Cursor Beginner's Guide: 2024 AI Coding Tools Comparison & Selection Guide
Compare Cursor, GitHub Copilot, Windsurf, Trae and other top AI coding tools. Find the best AI programming assistant for your workflow with this 2024 selection guide.
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Tutorials·2 min
Build an AI Agent in 200 Lines of Python: A Deep Dive into Five Core Modules
Build an AI Agent in 200 lines of Python from scratch. A deep dive into the five core modules: Prompt, Memory, Tool Use, RAG, and Skill, with progressive development workflow.
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Tutorials·2 min
LLM Agent Development Learning Path: A Three-Step Practical Guide from Zero to Freelancing
A systematic three-step learning path for LLM Agent development: from Prompt Engineering and API calls, to RAG and vector databases, to ReAct and multi-agent systems.
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