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Oct 16, 2025 54 min

Dealing with increasingly complicated agents

from Practical AI Hosted by Daniel Whitenack and Chris Benson

As AI systems move from simple chatbots to complex agentic workflows, new security risks emerge. In this episode, Donato Capitella unpacks how increasingly complicated architectures are making agents fragile and vulnerable. These agents can be exploited through prompt injection, data exfiltration, and tool misuse. Donato shares stories from real-world penetration tests, the design patterns for building LLM agents and explains how his open-source toolkit Spikee (Simple Prompt Injection Kit for Evaluation and Exploitation) is helping red teams probe AI systems. Featuring: Donato Capitella – LinkedIn, X Chris Benson – Website, LinkedIn, Bluesky, GitHub, X Daniel Whitenack – Website, GitHub, X Links: Reversec Sponsors: Outshift by Cisco - The open source collective building the Internet of Agents. Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale. Identity, communication protocols, and modular workflows—all in one global collaboration layer. Start building at AGNTCY.org. Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalai Fabi.ai - The all-in-one data analysis platform for modern teams. From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more. Built-in Python and AI assistance help you move fast, then publish interactive dashboards or automate insights delivered straight to Slack, email, spreadsheets or wherever you need to share it. Learn more and get started for free at fabi.ai Upcoming Events: Join us at the Midwest AI Summit on November 13 in Indianapolis to hear world-class speakers share how they’ve scaled AI solutions. Don’t miss the AI Engineering Lounge, where you can sit down with experts for hands-on guidance. Reserve your spot today! Register for upcoming webinars here!

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Dealing with increasingly complicated agents

0:00 54:56

Chapters

  1. 0:00 Welcome to Practial AI
  2. 0:38 Sponsor: Shopify
  3. 2:07 Meet the guest
  4. 4:52 Core AI use cases
  5. 8:35 Agentic security
  6. 17:12 Sponsor: Fabi.ai
  7. 19:23 Bad actors in the real world
  8. 22:46 Customer strategies
  9. 26:40 Penetration testing
  10. 32:29 Design patterns
  11. 37:22 Sponsor: Outshift
  12. 38:39 Prompt injection
  13. 47:50 Custom modules
  14. 50:51 The future question
  15. 53:47 Outro

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This episode was published on October 16, 2025.

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