Product and Software Development Blog

Machine Learning & AI

MCP stateless spec: how to upgrade your MCP server for AI agents

Upgrade your MCP server to the 2026-07-28 stateless spec for AI agents: why it matters, every breaking change, and how to migrate MCP servers without losing clients.

Featured Stories

Chinese vs. US open-weight LLMs: licenses and risks for enterprise

Machine Learning & AI

Chinese vs. US open-weight LLMs: model routing and enterprise risk

How to choose open-source LLMs: compare licenses for Kimi, Qwen, GLM, DeepSeek, Gemma, and Llama, plus Chinese open-weight model risks after the DeepSeek ban.

Machine Learning & AI

Claude vs ChatGPT vs Copilot vs Gemini: Choosing an AI work OS

Compare Claude Cowork, ChatGPT Work, Microsoft 365 Copilot, and Google Gemini Enterprise on price, security, and fit. How executives pick an AI work OS in 2026.

Machine Learning & AI

Hybrid AI: Routing work between frontier APIs and open weight LLMs

AT&T runs 40% of employee AI queries on open models. Here's how to route work between frontier APIs and open-weight LLMs, and when self-hosting pays off.

MCP stateless spec: how to upgrade your MCP server for AI agents

Featured Stories

Chinese vs. US open-weight LLMs: model routing and enterprise risk

Claude vs ChatGPT vs Copilot vs Gemini: Choosing an AI work OS

Hybrid AI: Routing work between frontier APIs and open weight LLMs

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