OpenFest 2026

Beyond the Single Agent: Context Orchestration for Reliable AI Teams
Език: Български

Most AI demonstrations begin and end with one agent and one prompt. Real delivery requires something more durable: agents with distinct responsibilities, the right context at the right moment, and a reliable way to pass work between them.

This talk presents the orchestration patterns behind Nexus, a coordination layer used with OpenClaw across web platforms, mobile applications, community automation and creative tooling. At the center is an Overseer with broad operational context: it understands the operator’s direction, the wider system and the current state of work. Instead of spending that valuable context window on implementation, it delegates bounded tasks to specialist agents equipped only with the knowledge they need.

We will examine how context is selected and injected, how operator decisions become durable north stars, how tickets carry intent and acceptance criteria, and how agents pass the baton through implementation, independent review and continuation. The result is not merely several agents running in parallel, but a system that can preserve direction, recover between sessions and coordinate complex work without every agent needing to know everything.

Attendees will leave with practical patterns for designing human-led multi-agent systems that use context efficiently and remain coherent over time.