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Moving Beyond Chat: Architecting Task-Oriented AI Agent Systems

Shift from conversational chatbots to task-oriented agent systems by prioritizing tool calling and multi-agent orchestration. Learn how to implement task closure in your production architecture.

Reducing Agentic Latency with Programmatic Tool Calling

Programmatic tool calling replaces sequential LLM round-trips with sandboxed code execution. This pattern reduces latency and token costs for complex agentic workflows.

Testing Agentic Systems: Managing Non-Determinism in Tool-Calling Workflows

Moving from static LLM prompts to stateful agentic loops introduces non-determinism. Learn how to build reliable testing frameworks for tool-calling architectures.