Articles tagged “sampling”
2 articles
Testing & Evaluation·14 min read
Eval sampling for production agents: the 100/10/1 playbook
Running LLM-as-judge on every production conversation costs more than the agent itself. Here's the three-tier sampling system -- 100% lightweight heuristics, 10% LLM judge, 1% human review -- that keeps quality high without multiplying your eval bill.
Read More
Tools & MCP·12 min read
How to Use MCP Sampling, Roots, and Elicitation in CX Agents
Most MCP tutorials cover only server-side features: tools, resources, prompts. The three client capabilities (Sampling, Roots, Elicitation) unlock human-in-the-loop patterns that server tools alone can't. Here's how to use them.
Read More
El briefing de Signal
Un email por semana. Cómo los equipos líderes de CS, ingresos e IA están convirtiendo conversaciones en decisiones. Benchmarks, playbooks y lo que funciona en producción.
