
Tool definitions are the new Prompt Engineering
MLOps.community
Layering tools and controlling determinism
Alex and Chiara discuss laddering tools, turning the determinism knob, and balancing few tools today vs many tools in the future.
Alex Salazar is the CEO and Co-Founder of Arcade.dev, working on secure AI agents and real-world automation integrations.
Chiara Caratelli is a Data Scientist at Prosus Group, working on AI agents, web automation, and evaluation of robust multimodal models.
Join the Community:
https://go.mlops.community/YTJoinIn
Get the newsletter: https://go.mlops.community/YTNewsletter
MLOps GPU Guide:
https://go.mlops.community/gpuguide
// Abstract
Agents sound smart until millions of users show up. A real talk on tools, UX, and why autonomy is overrated.
// Bio
Chiara Caratelli
Chiara is a Data Scientist at Prosus, where she develops AI-driven solutions with a focus on AI agents, multimodal models, and new user experiences. With a PhD in Computational Science and a background in machine learning engineering and data science, she has worked on deploying AI-powered applications at scale, collaborating with Prosus portfolio companies to drive real-world impact.
Beyond her work at Prosus, she enjoys experimenting with generative AI and art. She is also an avid climber and book reader, always eager to explore new ideas and share knowledge with the AI and ML community.
Alex Salazar
Alex is the CEO and co-founder of Arcade.dev, the unified agent action platform that makes AI agents production-ready. Previously, Salazar co-founded Stormpath, the first authentication API for developers, which was acquired by Okta. At Okta, he led developer products, accounting for 25% of total bookings, and launched a new auth-centric proxy server product that reached $9M in revenue within a year. He also managed Okta's network of over 7,000 auth integrations. Alex holds a computer science degree from Georgia Tech and an MBA from Stanford University.
// Related Links
Website: https://www.prosus.com/
Website: https://www.arcade.dev/
~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~
Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore
Join our Slack community [https://go.mlops.community/slack]
Follow us on X/Twitter [@mlopscommunity](https://x.com/mlopscommunity) or [LinkedIn](https://go.mlops.community/linkedin)]
Sign up for the next meetup: [https://go.mlops.community/register]
MLOps Swag/Merch: [https://shop.mlops.community/]
Connect with Demetrios on LinkedIn: /dpbrinkm
Connect with Alex on LinkedIn: /alexsalazar/
Connect with Chiara on LinkedIn: /chiara-caratelli/
Timestamps:
[00:00] Intro
[00:15] Insights from iFood
[06:22] API vs agent intention
[09:45] Tool definition clarity
[15:37] Preemptive context loading
[27:50] Contextualizing agent data
[33:27] Prompt bloat in payments
[41:33] Agent building evolution
[50:09] Agent program scalability
[55:29] Why multi-agent is a dead end
[56:17] Wrap up


