System

In this tutorial, we build an advanced red-team assessment harness using strands agent Stress-testing tool-using AI systems against quick-injection and tool-misuse attacks. We approach agent protection as a first-order engineering …

In this tutorial, we demonstrate how we simulate a privacy-preserving fraud detection system using federated learning without relying on heavyweight frameworks or complex infrastructure. We build a clean, CPU-friendly setup …

LLMRouter is an open source routing library from the U Lab at the University of Illinois Urbana-Champaign that treats model selection as a first-order system problem. It sits among a …

In this tutorial, we demonstrate how to use a contract-first agentic decision system PydenticAITreating structured schema as non-negotiable governance contracts rather than alternative output formats. We show how we define …

In this tutorial, we create an advanced, fully autonomous logistics simulation in which multiple smart delivery trucks operate within a dynamic city-wide road network. We design the system so that …

In this tutorial, we create a fully functional event-driven workflow using kombuTreating messaging as a core architectural capability. We walk step by step through the setup of exchanges, routing keys, …

In this tutorial, we explore how we design and run a complete agentic AI orchestration pipeline using Gemini, powered by semantic routing, symbolic guardrails, and self-correcting loops. We walk through …

In this tutorial, we’ll explore how we can organize a team of specialized AI agents locally using an intelligent manager-agent architecture powered by TinyLlama. We walk through how to build …