AI & ML

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How Claude Code Connects to External Tools Through MCP

Claude Code is more than an AI coding assistant that reads files and generates code. Through the Model Context Protocol (MCP), it can connect to external tools, APIs, databases, and services, extending its capabilities beyond the local development environment. But how does this connection actually work? This article explores the engineering behind MCP, from its client-server architecture and tool discovery process to request execution and external API communication. It also examines how Claude Code handles authentication, permissions, security risks, and reliability when interacting with external systems, revealing how a coding assistant becomes a connected engineering agent.

Nov 6, 202620 min readRead →

AI & ML

Unveiling Cursor: How Advanced AI Agents and Custom Models Power Next-Gen Code Editing

Cursor represents a groundbreaking fusion of a Visual Studio Code fork and advanced AI agent technology, delivering an AI-native coding environment where custom models like Composer, semantic codebase indexing with vector embeddings, and speculative decoding enable lightning-fast, context-aware code generation and multi-file edits. Its agentic system leverages reinforcement learning, tool integration for file operations and testing, and parallel execution to autonomously plan, implement, and verify features from natural language prompts

Jul 24, 20268 min readRead →

AI & ML

How Sora Generates Video: The AI Technology Behind OpenAI's Text-to-Video Model

OpenAI's Sora generates videos using a diffusion transformer (DiT) that processes spacetime patches of compressed latents, enabling coherent outputs with strong 3D consistency and object permanence from text prompts. At its core, the model compresses raw video into a lower-dimensional space via an autoencoder before iteratively denoising noise patches conditioned on detailed text embeddings to simulate realistic motion and world dynamics

Jul 23, 20267 min readRead →

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