Why do agents keep making the same mistakes? 🤯 Let's fix it!

Learn how to build self‑improving agents that fetch today’s calendar, differentiate internal from customer meetings, and automatically generate structured meeting notes using tools.

Overview

My side project: An agent setup that uses your personal MCP servers to complete tasks, and continuously improves itself based on the tasks it solves.

Consider the task to prepare the meeting notes for today’s upcoming meetings - here’s the prompt you need to get it done:
** Out-of-the-box agents without self-improving **
“Fetch the meetings from my calendar for today. For each meeting, check whether it’s an internal meeting or with a customer. For customer meetings, add an entry in the “Meeting Notes” notion database. Select the template for discovery meetings, and fill it out with the following information about the customer: First, find what their company does. Next, summarize …” and so on.
** Self-improving agents **
“Prepare my meeting notes for today”

Tech stack