A brief on how to ensure agentic AI systems remain understandable, accountable, and aligned with the people they serve.

Built on MCP streamable HTTP standards, the server delivers context-aware and JSON-encoded responses optimized for AI clients such as Copilots, AI chatbots, LLM-based IDEs and enterprise AI agents.

MCP has given us a powerful standard for connecting intelligent systems to enterprise data, but it has also introduced deep dependencies and new trust assumptions.

I do not believe in cheating. Traditionally, the term “ braindump ” referred to someone taking an exam, memorizing the questions, and sharing them online for others to use. That practice is unethical ...