#visual perception
427 related articles
·4 min
Learning Path for AI Agent Development: A Complete Guide from Core Architecture to Production Deployment
A complete learning path for AI Agent development covering core architecture, ReAct paradigm, multi-agent collaboration, RAG integration, and lightweight deployment to guide developers from basics to production.
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·3 min
Codex vs Claude Code In-Depth Comparison: How to Choose Your AI Coding Tool
In-depth comparison of Codex and Claude Code AI agent programming tools covering model foundations, Chinese understanding, costs, MCP ecosystem, setup tutorials, and practical selection advice.
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·4 min
Complete Guide to Coze Platform: Building AI Agents Without Code
In-depth guide to ByteDance's Coze AI platform: core advantages, domestic vs. international versions, agent and app development modes explained for building AI agents without code.
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·3 min
xAI Hiring Chinese-Speaking Trainers at $45/Hour, OpenAI Rebuilds Robotics Team
xAI opens remote Chinese AI Tutor roles at $35-45/hr to train Grok's voice capabilities. OpenAI rebuilds its robotics team, Microsoft preps a proprietary coding model, and a company accidentally spends $500M on AI in one month.
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·3 min
Fixing Tool Confusion: A Practical Method to Make DeepSeek v4 Outperform Opus
Deep dive into DeepSeek v4's Tool Confusion problem and its deterministic fix. Repair Logic dramatically improves open-source model tool call accuracy, outperforming Claude Opus 4.7 in practice.
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·2 min
Tsinghua and Zhipu Release Full-Stack Web Dev Benchmark: Top AI Models Fail Spectacularly
Tsinghua and Zhipu AI release a full-stack web dev benchmark with three difficulty levels. Top models like Gemini 2.5 Pro see scores plummet from 63 to 11.7 on full-stack tasks, exposing AI's real limits.
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·2 min
XAI Releases Grok Build Programming Model, Gemini Spark Opens to Ultra Users
XAI launches Grok Build 0.1 coding model API beta at $1/M tokens; Google Gemini Spark agent opens to Ultra users; OpenAI Codex Computer Use arrives on Windows; DeepSeek scales back features.
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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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·3 min
AI-Generated Action Code: A New Approach to Animation with MineGun iMoto 2
Learn how to use AI to understand and generate MineGun iMoto 2 MeFrames action code files, enabling precise animation parameter control and batch action generation.
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·2 min
AI Finishes Writing Code, Automatically Strikes a Gong to Alert You: Open-Source Physical Feedback Tool DAgent
A developer built a physical feedback device with chopsticks and a small gong that auto-strikes when AI finishes coding. Now open-sourced as DAgent, it also simulates IPO bell-ringing when creating new files.
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·3 min
Six AI Coding Tools Compared: Claude Code and Cursor Lead the Pack
In-depth comparison of six AI coding tools in 2026: Claude Code, Cursor, Codex, Trae, Qoder, CodeBuddy. Analyzed across Agent capabilities, IDE experience, and team collaboration with scenario-based recommendations.
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·3 min
Roo Code Deep Dive: A Guide to the Multi-Model AI Coding Assistant for VS Code
Deep dive into Roo Code (formerly Roo Cline) VS Code extension: multi-AI backend switching, auto-diff code review, terminal command execution, and Architect Mode explained with practical tips.
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·3 min
AI Agent Development Tutorial: A Practical Guide from Zero to One-Person Company
A systematic guide to AI Agent development covering the three-stage learning path, core tech stack including LLM, RAG, and LangChain, plus how to build a one-person company through automated Agent workflows.
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·3 min
Claude Code Status Ambient Light: A Traffic Light System for Real-Time AI Programming Status
Build a traffic light system using Claude Code's Hooks callbacks to display real-time AI programming status via LEDs, light strips, and buzzers with serial communication on Zephyr RTOS.
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·2 min
ROS2 Robot Development Beginner's Guide: Career Paths & Salary Prospects
A deep dive into ROS2's nature, applications, learning paths, and career prospects. Covers autonomous driving, robotic arms, and mobile robots with salary data and core technical requirements.
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·3 min
Learning AI Agent Development from Scratch: A Beginner's Path and Monetization Guide
A comprehensive guide to AI Agent development for beginners, covering low-code platforms, LangChain framework, and monetization strategies for building and deploying intelligent agents.
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·3 min
Cursor Fails at UI Design Reproduction: The Real Capability Boundaries of AI Coding
A developer's failed attempt to reproduce a UI design with Cursor reveals AI coding's real limits. Learn where AI tools excel and where human skills remain essential.
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Meta SAM 3D Receives CVPR Best Paper H…
·2 min
Meta SAM 3D Receives CVPR Best Paper Honorable Mention: A Segmentation Breakthrough from 2D to 3D
Meta AI's SAM 3D wins CVPR 2026 Best Paper Honorable Mention, extending universal segmentation from 2D images to 3D space with major implications for robotics, autonomous driving, and AR/VR.
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·1 min
Gemini Omni Explained: A Major Breakthrough in Multimodal Understanding and Video Editing
Deep dive into Google Gemini Omni's core capabilities: multimodal input support for images, video, and audio, enabling interactive video generation and editing—a full-modal AI transforming content creation.
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·2 min
The Fatal Flaw of AI Voice Synthesis: Why the Absence of Ambient Sound Makes Synthetic Speech Sound Instantly Fake
AI voice synthesis keeps improving in timbre and emotion, but the lack of background ambient sound and spatial reverb remains its biggest weakness, instantly revealing synthetic speech as fake.
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