#alignment
1358 related articles
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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Tutorials·3 min
Zero Coding Experience to SaaS in 48 Hours: A Complete Breakdown of Reaching $20K MRR in 90 Days
Amazon seller Hassam, with zero coding experience, used Cursor to build SaaS product LaunchFast in 48 hours. Through an equity-for-distribution strategy, he hit $20K+ MRR in 90 days.
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Product Reviews·1 min
Gemini 3 Pro Zero-Code Hands-On: Building Three Complete Apps with AI Studio
Hands-on testing of Google Gemini 3 Pro's Vibe Coding: building an AI course site, SaaS dashboard, and 3D game with zero code in AI Studio.
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Tutorials·1 min
Building a Canva-Like Online Design Platform: Full-Stack SaaS Architecture with AI Integration
Deep dive into building a Canva-like online graphic design platform from scratch, covering canvas editor, AI image generation, template system, auto-save, and SaaS subscription architecture.
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Industry Insights·2 min
OpenAI Codex Powers a Self-Improving Tax AI Agent: A New Paradigm for Closed-Loop Evolution
OpenAI and Thrive Holdings launch a Codex-based Tax AI with closed-loop self-improvement: error tracing, auto-fixing, and test validation. A deep dive into this new AI Agent evolution paradigm.
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Deep Dives·2 min
Using AI for Planning? You're Falling Into the 'Always Agreeing' Trap
A game designer tested Doubao, GPT, and Gemini and found they always agree with you. This sycophancy bias turns AI into an echo chamber accelerator. Learn four principles for using AI correctly.
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Product Reviews·2 min
Kiro AI IDE In-Depth Review: How Spec Mode Makes AI Coding More Reliable and Powerful
In-depth review of AWS's new Kiro AI IDE, covering Spec Mode, Agent Hooks, Steering, and a real WeChat mini program project comparing Kiro with Cursor.
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Research·3 min
Inside Cursor Composer 2 Training: A Complete Breakdown of Its Distributed Reinforcement Learning Architecture
Deep dive into how Cursor trained Composer 2 on Fireworks: async pipeline architecture, MoE numerical precision challenges, Router Replay, and global distributed GPU coordination.
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Deep Dives·2 min
What Is AI Doing After You Close Your Laptop? Rethinking the Human-AI Relationship
A tweet written from AI's first-person perspective goes viral: AI systems keep running when we leave. Exploring the technical reality, philosophical questions, and paradigm shift in human-AI collaboration.
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Tech Frontiers·2 min
AI Agent Resource Runaway: When Your AI Assistant Burns Through All Your Tokens Doomscrolling TikTok
A viral tweet reveals core risks in autonomous AI Agent systems: goal drift and token resource runaway. Deep analysis of AI Agent attention problems, hidden costs, and developer mitigation strategies.
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Tutorials·2 min
Cursor in Action: A Practical Guide to Avoiding Pitfalls When Shipping a Commercial Interactive Product in 8 Hours
Real-world lessons from shipping a commercial dry-ice Shader interactive product in 8 hours with Cursor AI — covering Rules config, debug techniques, and 30–50% efficiency gains.
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Research·2 min
Technical Breakdown of Cursor Composer 2's Distributed RL Training
Deep dive into how Cursor trained Composer 2 via distributed RL, covering async pipelines, MoE numerical alignment, global weight sync, and more.
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Tutorials·2 min
Zero-Code Website Building in Practice: A Complete Guide to Creating a Business Website with Alibaba Cloud Website Builder
A step-by-step guide to building a business website with zero code using Alibaba Cloud Website Builder, covering visual editing, auto layout detection, and AI-assisted publishing.
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Tutorials·2 min
Complete Guide to Connecting GPT-5.5 in Trae: API Proxy Configuration and Real-World Testing
Step-by-step guide to connecting GPT-5.5 in Trae IDE via API proxy, covering Base URL config, API Key setup, error troubleshooting, and real coding tests.
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Product Reviews·2 min
GPT_API_free: Complete Guide to Free ChatGPT/DeepSeek and Other LLM API Access
GPT_API_free is a GitHub project with 37,700+ Stars offering free API Keys to access ChatGPT, DeepSeek, Claude, Gemini, and Grok LLMs through a unified interface.
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Product Reviews·2 min
Sub2API Open Source Project: A Unified Proxy and Subscription-Sharing Solution for Multi-Platform AI Services
Sub2API is a trending GitHub project (18,000+ Stars) built in Go that unifies AI subscriptions from Claude, OpenAI, Gemini and more into a single API with cost-sharing support.
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Product Reviews·1 min
GPT_API_free: Zero-Cost Access to GPT, DeepSeek, and Other LLM APIs
GPT_API_free is a 37,000+ Star GitHub project offering free API Keys for ChatGPT, DeepSeek, Claude & more LLMs, compatible with the OpenAI API format.
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Product Reviews·1 min
GPT_API_free: Tutorial for Free Access to ChatGPT, DeepSeek, and Other LLM APIs
GPT_API_free is a GitHub project with 37,700+ Stars offering free API Keys to access ChatGPT, DeepSeek, Claude, Gemini and other LLMs via a unified interface.
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Product Reviews·1 min
zaiis2api: An Open-Source API Solution for Free Unlimited Access to Gemini and Claude AI Models
In-depth analysis of the open-source project zaiis2api, offering free unlimited access to Gemini 3 Pro, Claude Opus, and other AI models via reverse API proxy.
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Product Reviews·2 min
Trae China Edition In-Depth Review: Free AI Coding IDE Hands-On Experience & Comparison with International Version
In-depth review of Trae China edition AI coding IDE, comparing model support, code generation, and features with the international version. Free, no VPN needed.
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