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Empathy at Scale: How an LLM Judge Improves Our Atlan MCP Server

How an LLM judge improves the Atlan MCP server with empathy at scale: it scores every outcome, and a loop turns failures into shipped fixes.

Rishi Gaurav Bhatnagar · · mcp

Building a User Value Loop for MCP: What Traces Can't Tell You

Every tool call can succeed and the user can still get nothing. How and why we built a user value loop for the Atlan MCP server, and what it told us.

Ben Hudson · · mcp

Rex: Encoding Human Behavior Into a Simulation Engine

How we created Rex, a simulation engine that encodes five years of anthropological research into personas that stress-test AI products before real users arrive.

Rishi Gaurav Bhatnagar · · user-research