
The Architecture of Generative UI: Declarative vs Open-Ended
When to return structured JSON cards vs streaming raw html to the frontend.

When to return structured JSON cards vs streaming raw html to the frontend.

An organic, decentralized mesh of democratic agents reads brilliantly in an academic paper. But in enterprise production, democratic agents lead to infinite loops and massive API bills.

Deep dive into measuring tool use correctness & plan adherence.

Latency in Voice Agents isn't just network time; it's Turn-Taking latency. If your agent cannot reliably detect when the user has stopped speaking, the illusion of intelligence shatters instantly.

Why Agent-to-Agent (A2A) interactions and Side Effects require a 'Two-Phase Commit' for safety.

Chains are brittle. We need a shared state object for robust multi-agent reasoning.