#visual perception
414 related articles
Product Reviews·3 min
Zenflow Hands-On Review: Spec-Driven AI Coding vs. Pure Prompt-Based Development
In-depth review of Zenflow's spec-driven AI coding vs Google AI Studio's prompt-based approach. Covers multi-agent execution, automated validation, version rollback, and the paradigm shift in AI programming.
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Industry Insights·3 min
US vs. China AI Computer Control Divergence: Why Programming Tools Still Haven't Integrated GUI Agents
AI computer control success rates surpass humans, yet Cursor and Copilot still lack GUI Agent integration. Deep analysis of US product packaging vs. China's open-source ecosystem, plus three bottlenecks blocking the path to autonomous software engineers.
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Tutorials·2 min
Getting Started with Coze: A Complete Guide to Building AI Agents from Scratch
A detailed guide to Coze platform's core features, including the differences between AI agents and AI applications, plus a beginner's learning path for building AI agents with no-code tools.
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Tech Frontiers·2 min
DeepSeek OCR2, Kimi K2.5, and Microsoft Maia 200 All Launched on the Same Day
DeepSeek releases OCR2 replacing CLIP with an LLM as visual encoder; Moonshot AI launches Kimi K2.5 with 100+ sub-agent cluster mode; Microsoft deploys 3nm Maia 200 chip; Alibaba releases Qwen3 Max Thinking.
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Product Reviews·3 min
Kimi K2.6 In-Depth Review: A Complete Breakdown of Its Coding and Agent Capabilities
In-depth review of Kimi K2.6's coding, Agent collaboration, and visual development capabilities. #1 open-source on SWE-Bench Pro, 300 parallel sub-agents, API priced at 1/3 of competitors.
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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·3 min
Claude Design + GPT Image 2: A Complete Zero-to-Website AI Workflow Breakdown
A full breakdown of the AI website-building workflow using Claude Design wireframes, GPT Image 2 asset generation, and Claude Code integration—no coding required.
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Tutorials·2 min
Codex++: Connect Codex to DeepSeek, GLM, and Other Chinese LLMs
Codex++ is a free open-source tool that connects Codex to DeepSeek, GLM, and other Chinese LLMs while unlocking plugin features in API mode. Full setup guide included.
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Product Reviews·3 min
OpenAI Codex Multimodal in Practice: Turning Whiteboard Sketches into Polished Frontend Apps in Seconds
Deep dive into OpenAI Codex's multimodal demo: from whiteboard sketch photos to auto-generated 3D globe frontend apps, analyzing visual self-inspection, responsive validation, and one-off data visualization capabilities.
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Product Reviews·2 min
OpenClaw Hands-On Review: An AI Agent That Controls Your Computer — A New Benchmark for Office Automation
In-depth review of OpenClaw AI Agent: it takes over your keyboard and mouse to operate your computer directly. Covers environment setup, data scraping, file management, security, and cross-platform support.
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Deep Dives·2 min
Vibe Coding in Action: Building a Tetris Hardware Project in 15 Minutes with Natural Language
Vibe Coding lets users build hardware projects like Tetris in 15 minutes using natural language. Explore how AI-driven programming is transforming STEM education and democratizing maker culture.
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Tutorials·2 min
After Leaving Tailwind, These CSS Color Palette Tools Are Worth Bookmarking
After returning to vanilla CSS from Tailwind, how do you choose a good color system? This article covers community-recommended CSS palette solutions including Reasonable Colours, Flexoki, uchū, and generator tools like tints.dev.
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Product Reviews·2 min
MediaOptim Review: A Local Media Compression Tool for Mac — Files Never Leave Your Device, Zero Privacy Risk
In-depth review of MediaOptim, a Mac local media compression tool supporting batch image, video, and audio compression with fully offline processing for privacy protection.
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Product Reviews·3 min
Ara: An Open-Source Computer Use Tool as a Multi-Agent Automation Alternative to OpenClaw
Ara is an open-source Computer Use tool and OpenClaw alternative that uses multi-AI-agent collaboration to automate tasks. Explore its architecture, use cases, and competitive landscape.
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Product Reviews·2 min
reMarkable Paper Pure Review: An E-Paper Notebook Designed for Deep Thinking
reMarkable Paper Pure is an e-paper tablet focused on pure writing, creating a distraction-free deep thinking environment for knowledge workers.
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Product Reviews·2 min
Ajelix Review: How AI Agents Solve Spreadsheet Efficiency Challenges
In-depth analysis of Ajelix, an Agentic AI office tool that uses AI Agent technology to automate spreadsheet operations, formula debugging, and data processing workflows.
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Tech Frontiers·2 min
Apple's Camera-Equipped AirPods Approaching Mass Production: A Wearable Device Built for AI Perception
Apple's camera-equipped AirPods have entered the DVT design validation stage, just one step from mass production. The camera isn't for photos—it gives Apple Intelligence environmental awareness for spatial understanding and gesture recognition.
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Product Reviews·2 min
Gemini's Neural Expressive Design Language Explained: Five Core Elements Redefining AI Interaction
Google launches Neural Expressive design language for Gemini, combining fluid animation, vibrant colors, haptic feedback and more to create a new AI interaction paradigm.
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Tech Frontiers·1 min
Google's Project Genie Combines Street View Data to Simulate the Real World — A Key Breakthrough for AI World Models
Google's Project Genie adds Street View-powered capabilities, transforming real locations into interactive simulated environments, now available globally for AI Ultra users.
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Product Reviews·2 min
In-Depth Review of Codex APP: How to Choose Between Cursor and Claude Code
Compare Codex APP, Cursor, and Claude Code across pricing, stability, and technical strengths. Find the best AI coding tool for your development needs.
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