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AI & Enterprise

MCP adoption simplifies AI-legacy system integration, but quality and governance remain challenges

Musinsa Tech said introducing the Model Context Protocol (MCP) for a conversational product discovery service made it easier for AI to connect to external data and software tools, but did not guarantee the AI would use tools as intended. The company said it faced trial and error in converting user questions into accurate search conditions and tightened input controls. It limited the service to non-login product discovery and blocked access to personal and payment data, stressing least-privilege design. It also called for wider native support and standardized authentication and security.

Crypto

Korbit launches \'Korbit CLI\' for AI chat-based quote checks and orders

Korbit has launched an installable program that lets users make natural-language requests to AI agents such as ChatGPT Codex and Claude Code to check digital-asset prices, place orders and handle deposits and withdrawals. The Korbit CLI runs on a user’s PC and can set up the MCP server and agent skills needed for integration with a single command. It also provides a simulated trading environment and includes a terminal interface, Korbit TUI.

AI & Enterprise

ChatGPT Work integrates tasks but slows as jobs get complex, review finds

OpenAI on July 10 unveiled ChatGPT Work, a workplace AI agent built on GPT-5.6 and Codex that pulls context from multiple apps and files to produce documents, spreadsheets, presentations and web apps. Testing found it could handle tasks across cloud and local folders and connect to Gmail, Google Drive and Notion with minimal setup. But when processing many files and outputs at once, it slowed and results varied in quality.