# reinforcement learning

MementoGUI: A Multimodal Memory Management Framework for Solving Long-Horizon GUI Agent Amnesia

MementoGUI is a plugin-style multimodal memory management framework that solves GUI agent forgetting in long-horizon tasks through dual time-scale memory and four memory control operators, boosting long-task completion without fine-tuning.

AI Agent Learning Roadmap: A Complete Guide from LLM Fundamentals to Enterprise-Level Project Implementation

2026年6月2日·1 min

AI Agent Learning Roadmap: A Complete Guide from LLM Fundamentals to Enterprise-Level Project Implementation

A systematic AI Agent learning roadmap covering Python setup, Prompt Engineering, RAG, LangChain, multi-Agent collaboration, with enterprise medical consultation system case study and phased learning plan.

The Salary Ceiling for Agent Engineers: Two Critical Dividing Lines

Expert Opinions

The Salary Ceiling for Agent Engineers: Two Critical Dividing Lines

Agent engineer salary gaps hinge on two dividing lines: real production deployment experience and depth of foundational theory including deep learning, fine-tuning, and reinforcement learning.

Introduction to Artificial Intelligence: A Comprehensive Guide from Basic Concepts to Core Machine Learning Principles

Deep Dives

2026年6月2日·4 min

Introduction to Artificial Intelligence: A Comprehensive Guide from Basic Concepts to Core Machine Learning Principles

A comprehensive guide to AI definitions, working principles, strong vs. weak AI, and the relationship between machine learning and deep learning. Perfect for beginners entering the AI field.

Replicating a 3D Personal Homepage with Codex: A Hands-On Comparison of Multiple AI Coding Tools

Replicating a 3D Personal Homepage with Codex: A Hands-On Comparison of Multiple AI Coding Tools

Hands-on test using OpenAI Codex to replicate the world's coolest 3D gamified homepage, compared with free AI coding tools. Reveals the massive gap between top-tier and free models in complex project comprehension.

AI Agents 101: Core Concepts, Technical Architecture, and How They Work

Deep Dives

2026年6月2日·4 min

AI Agents 101: Core Concepts, Technical Architecture, and How They Work

A beginner's guide to AI Agents: understand core concepts, the perception-decision-action loop, LLM, tool calling, memory systems, and RAG architecture explained from scratch.

Building a Match-3 Game with AI and Le…

Building a Match-3 Game with AI and Letting the Agent Play It: A Complete Hands-On Walkthrough

A front-end dev uses Godot + MCP to let AI build a Match-3 game from scratch, then designs a decoupled architecture for an Agent to play it autonomously with self-improving strategies.

Windsurf Wave 3 Deep Dive: MCP Support…

Windsurf Wave 3 Deep Dive: MCP Support, Turbo Mode & Multi-Model Integration

Deep dive into Windsurf Wave 2 & Wave 3 updates: MCP protocol support, Turbo auto mode, DeepSeek integration, Tab to Jump, pricing comparison with Cursor.

The Complete Evolution of a Quantitative Trading System: From Multi-User Isolation to AI Trading Agent in Practice

2026年6月1日·2 min

The Complete Evolution of a Quantitative Trading System: From Multi-User Isolation to AI Trading Agent in Practice

A detailed walkthrough of a quant trading system's evolution: multi-user isolation, audit logging, strategy analysis, trading experience system, AI Agent decision-making, and LLM gateway design.

Hermes Agent in Practice: A Complete Breakdown from ReAct Loop to Autonomous Skill Evolution

Hermes Agent in Practice: A Complete Breakdown from ReAct Loop to Autonomous Skill Evolution

Deep dive into Hermes Agent's four progressive cases: terminal ReAct loop, Feishu AI assistant, four-layer persistent memory, and three-stage Skill evolution with DeepSeek support.

Expert Opinions

Karpathy's Epic Interview: In the Soft…

2026年6月1日·2 min

Karpathy's Epic Interview: In the Software 3.0 Era, Understanding Is Humanity's Only Moat

OpenAI co-founder Karpathy explains the Software 3.0 paradigm revolution at AI Ascent: from Vibe Coding to Agentic Engineering, programming's essence is fundamentally shifting. When AI can refactor 100K-line codebases, understanding becomes humanity's ultimate moat.

Warp AI Coding Tool In-Depth Review: Can It Replace Cursor?

Warp AI Coding Tool In-Depth Review: Can It Replace Cursor?

Two-week in-depth review of Warp AI coding tool, comparing it with Cursor on Agent mode, MCP support, free credits, and Claude Opus 4.5 to help developers choose the right AI coding tool.

One Month Until CAICP Certification: A…

2026年6月1日·2 min

One Month Until CAICP Certification: A Zero-to-Hero Python Sprint Guide

With one month until the CAICP AI certification exam, this guide offers a Python sprint strategy for beginners and C++ developers, covering a 4-week study plan, training options, and fees.

Five AI Models Tested for Game Develop…

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.

Comprehensive Review of 10 Mainstream …

2026年6月1日·4 min

Comprehensive Review of 10 Mainstream AI Coding Tools: How to Choose from Cursor to Claude Code

In-depth comparison of 10 AI coding tools including GitHub Copilot, Cursor, Claude Code, and Windsurf, analyzed across features, target users, and pricing to help developers choose the right AI assistant.

Ruflo: A Multi-Agent Orchestration Sol…

Ruflo: A Multi-Agent Orchestration Solution That Turns Claude Code into a 100-Person AI Team

Ruflo is an open-source multi-agent orchestration platform that upgrades single-threaded Claude Code into a distributed AI dev team with 100+ specialized Agents and a SANA self-learning engine.