All Episodes

November 11, 2025 • 13 mins

Stop getting stuck in "analysis paralysis." Building an AI agent is complex, right? Wrong. 🤯 We're revealing the 90/10 framework that lets you master 90% of what's needed to build a production-ready agent in 30 minutes.

We’ll talk about:

  • A complete guide to the 4 core components of every AI agent: Tools (the "hands"), LLM (the "brain"), System Prompt (the "instructions"), and Memory (the "context").
  • The 90/10 Rule: why you must focus on the simple 90% (like RAG and basic security) and ignore the complex 10% (like multi-agent architectures) when you start.
  • A practical 50-line Python agent build using Pydantic AI and OpenRouter (to access any model like Claude Haiku).
  • A 5-section template for writing the perfect System Prompt (the agent's "instruction manual").
  • Plus, simple, practical strategies for the other essentials: Guardrails AI (security), Langfuse (observability), and Mem0 (long-term memory).

Keywords: AI Agents, AI Tutorial, Pydantic AI, OpenRouter, System Prompt, Langfuse, Guardrails AI, Mem0, Python, AI Development, AI Workflow

Links:

  1. Newsletter: Sign up for our FREE daily newsletter.
  2. Our Community: Get 3-level AI tutorials across industries.
  3. Join AI Fire Academy: 500+ advanced AI workflows ($14,500+ Value)

Our Socials:

  1. Facebook Group: Join 267K+ AI builders
  2. X (Twitter): Follow us for daily AI drops
  3. YouTube: Watch AI walkthroughs & tutorials
Mark as Played

Advertise With Us

Popular Podcasts

Stuff You Should Know
Ruthie's Table 4

Ruthie's Table 4

For more than 30 years The River Cafe in London, has been the home-from-home of artists, architects, designers, actors, collectors, writers, activists, and politicians. Michael Caine, Glenn Close, JJ Abrams, Steve McQueen, Victoria and David Beckham, and Lily Allen, are just some of the people who love to call The River Cafe home. On River Cafe Table 4, Rogers sits down with her customers—who have become friends—to talk about food memories. Table 4 explores how food impacts every aspect of our lives. “Foods is politics, food is cultural, food is how you express love, food is about your heritage, it defines who you and who you want to be,” says Rogers. Each week, Rogers invites her guest to reminisce about family suppers and first dates, what they cook, how they eat when performing, the restaurants they choose, and what food they seek when they need comfort. And to punctuate each episode of Table 4, guests such as Ralph Fiennes, Emily Blunt, and Alfonso Cuarón, read their favourite recipe from one of the best-selling River Cafe cookbooks. Table 4 itself, is situated near The River Cafe’s open kitchen, close to the bright pink wood-fired oven and next to the glossy yellow pass, where Ruthie oversees the restaurant. You are invited to take a seat at this intimate table and join the conversation. For more information, recipes, and ingredients, go to https://shoptherivercafe.co.uk/ Web: https://rivercafe.co.uk/ Instagram: www.instagram.com/therivercafelondon/ Facebook: https://en-gb.facebook.com/therivercafelondon/ For more podcasts from iHeartRadio, visit the iheartradio app, apple podcasts, or wherever you listen to your favorite shows. Learn more about your ad-choices at https://www.iheartpodcastnetwork.com

Dateline NBC

Dateline NBC

Current and classic episodes, featuring compelling true-crime mysteries, powerful documentaries and in-depth investigations. Follow now to get the latest episodes of Dateline NBC completely free, or subscribe to Dateline Premium for ad-free listening and exclusive bonus content: DatelinePremium.com

Music, radio and podcasts, all free. Listen online or download the iHeart App.

Connect

© 2025 iHeartMedia, Inc.