#Top-p sampling
65 related articles
·7 min
Electron + LangGraph in Practice: Building an AI Agent Visual Orchestration App from Scratch
A hands-on guide to building an enterprise-grade AI Agent workflow orchestration app with Electron Forge and LangGraph, covering local LLM deployment (Qwen3-0.6B), node-based visual canvas design, and full Function Calling integration.
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·6 min
Deep Dive into GPT-5.6 Ultra's Sub-Agent Architecture and Ten Key AI Industry Trends
In-depth analysis of GPT-5.6 Ultra's sub-agent collaborative reasoning, the global rise of Chinese AI models, world-model evaluation gaps, and AI's real-world deployment challenges and bubble warnings.
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·4 min
Claude Code /cd Command: The Hidden Trick for Switching Directories Without Losing Context
Learn how Claude Code's /cd command lets you switch working directories without losing conversation context — perfect for microservices, monorepos, and multi-module development.
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·4 min
Why Large Language Models Are Starting to 'Invent Words': The Nature of LLM Language Boundaries
Top LLMs are pushing beyond existing human vocabulary, producing neologisms and expressive distortion. This article analyzes the tension between LLM high-dimensional semantic spaces and natural language symbol systems.
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·3 min
Taste-Skill: The Open-Source AI Taste Engine That Fights Generic AI-Generated Content
Taste-Skill is a viral open-source JavaScript project with 56K+ GitHub Stars. It uses prompt engineering and anti-slop rules to help AI generate higher-quality, more distinctive content.
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·3 min
Full-Stack AI Development with Vercel: A Complete Guide to AI SDK, RAG, and Production-Ready Applications
Master full-stack AI development with Vercel: from LLM, RAG, and vector embeddings to AI SDK, AI Gateway, and v0 — build production-ready AI web apps end to end.
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·4 min
Dify Beginner's Guide: Interface Overview & Complete Docker Self-Hosted Deployment Guide
Complete guide to Dify's four core modules (Explore, Studio, Knowledge Base, Tools) with step-by-step Docker self-hosted deployment instructions for building production-grade AI apps.
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·3 min
Dify 1.8 Deployment & Configuration Guide: Comparison with Coze, RagFlow, and N8N
Complete guide to Dify 1.8 deployment changes, five application types explained, and a detailed comparison with Coze, RagFlow, and N8N for enterprise AI platform selection.
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·3 min
Claude Says It's DeepSeek? Unraveling the Truth Behind LLM Identity Confusion
Why does Claude claim to be DeepSeek? This article analyzes LLM identity confusion from three angles: training data contamination, context memory residue, and lack of self-awareness, plus practical verification methods.
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·2 min
What Is Meta-Harness? Unpacking the Battle of AI Evaluation Frameworks
Deep dive into Meta-Harness: why AI evaluation frameworks themselves need unified management. Analyzing fragmentation, reproducibility crises, and standardization needs in AI benchmarking.
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·3 min
Four Prompts to Remove the AI Smell from Your Articles, Plus Detection Tools and a Complete Workflow
Four tested prompts to fix AI-generated articles: remove clichés, simplify structure, add conversational tone, and adjust voice. Includes detection tools and a complete workflow.
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·3 min
Loopcraft Explained: Loop-Stacking Architecture Design in AI Agent Development
Deep dive into Loopcraft loop-stacking architecture for AI Agent development, covering retry, self-validation, and meta-learning loops to boost reliability.
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·3 min
Cursor AI Editor Beginner's Guide: From Installation to Building a Personal Homepage
A detailed guide to Cursor AI code editor's core features, pricing plans, Design Mode, and a hands-on demo building a personal homepage with structured prompts.
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·4 min
Agent Beginner's Guide: Architecture Principles and Practical Efficiency Tips
A deep dive into AI Agent principles, core architecture, and practical applications. Learn how Agents differ from LLMs and how to leverage Agent Skills to boost productivity.
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Tutorials·4 min
SwiftUI in Practice: A Complete Tutorial on Building an Item Management App with AI Collaboration
A complete hands-on tutorial on building a SwiftUI item management app through AI collaboration, covering Prompt design techniques, code generation debugging, and state management comparisons.
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Product Reviews·3 min
Five AI Models Tested for Game Development: Which Is Best for Zero-Experience Coding?
Testing DeepSeek R1, Claude Sonnet 3.7, ChatGPT o3 Mini, Grok 3, and Qwen for zero-experience Snake game development with custom ball-bouncing mechanics — a full comparison of AI coding ability.
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Tech Frontiers·3 min
DeepSeek V3.2 Released: Reasoning on Par with GPT-5, First to Integrate Deep Thinking into Tool Use
DeepSeek V3.2 is officially released and open-sourced with reasoning on par with GPT-5, second only to Gemini 3.0 Pro. First to integrate deep thinking into tool use, with top-tier agent capabilities and an IMO 2025 gold medal.
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Tutorials·2 min
Coze Tutorial: Complete Hands-On Guide to Building AI Agents Without Code
Complete guide to building AI agents on Coze with zero code, covering prompts, LLM parameters, plugins, knowledge bases, and memory functions.
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Deep Dives·3 min
The Truth About AI Writing Code: Can It Actually Program? A Complete Breakdown
Can AI really program? This article explains how LLMs generate code through massive training and pattern matching, and analyzes the true capabilities and limitations of AI coding tools.
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Product Reviews·3 min
How to Use Gemini 3.1 Pro in China? 5 Solutions Tested and Compared
A detailed comparison of 5 ways to use Gemini 3.1 Pro from China: Google AI Studio, Gemini official site, 2233.ai relay, API relay, and POE — analyzed by network requirements, cost, and features.
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