#agents

2 posts

From RAG to Agentic: How We Let an LLM Touch a 920-Node Fleet — Safely

Continuing the kri fleet assistant story: the bugs that shipped after RAG landed, the agentic design we red-teamed before building, a 6-persona audit that found the control plane was broken, and the safety model for letting an LLM act on real infrastructure.

mcp

Agentic AI, MCP & Gateways — Complete Visual Guide

Strip away the hype and an AI agent is one simple thing: a language model running in a loop, calling tools, and reading the results until a goal is reached. A chatbot answers once and stops. An agent acts — it decides its own next step based on what just happened in the environment.