Blogs

JS

Introduction Large Language Models (LLMs) are incredibly powerful, but they have a major limitation: they are cut off from the real world. Imagine building a customer support bot. A user asks, “Where is my order #12345?” On its own, an LLM cannot fetch live database records, call a shipping provider’s API, or check inventory levels […]

Aarav Gupta July 10, 2026

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DevOps

Three months into building our DevOps AI agent, I gave a demo of it to the team. Checked pods, read logs, suggested fixes. Everyone was impressed. Then one engineer asked it: “Remember that ingress issue we sorted on Tuesday?” The agent had no idea what she was talking about. I had spent weeks on tool […]

Iman Abbas April 20, 2026

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