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How to Build LLM Evals That Catch Real Failures

TL;DR: The Verdict on LLM Evals A developer pastes a prompt into a playground, reads ten outputs, nods, and ships. Two days later a customer pastes a malformed product code, the model answers with a confident fabrication, and support tickets pile up. Manual spot-checking does not scale. “It looked fine in the playground” is not […]

How to Build a Custom MCP Server with Python

TL;DR The official Python SDK lets you expose tools, data, and prompt templates to Claude, Cursor, ChatGPT, and Copilot from a single typed Python file. Install mcp[cli], add @mcp.tool() decorators, and run mcp run server.py. Three decorators replace an entire JSON Schema and protocol layer. Start with the stdio transport for local tools, move to […]

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