Events / San Francisco

Agents in Production: correctness, context, and control

SurrealDB Community meetup at AWS Builder Loft, SF. Practitioners across stack layers — frameworks, deployment, frontend, data infra — discuss production challenges in building agents that hold up under real workloads, not just demos.

Wed, Jul 1, 12:30 AMAWS Builder Loft · San Francisco · CA

Why it matters

The event targets the shift from 'can we build agents' to 'how do we build agents that actually hold up.' Cross-stack engineers sharing production war stories offer hard-won lessons on correctness failures and context management that papers cannot replicate.

The tokenmaxxing angle

Context and control are the two biggest token-cost levers in production agents — bloated context windows drain spend, and poor control logic triggers unnecessary retries. A panel of practitioners cross-examining these exact issues is directly on-topic for AI FinOps audiences.

From the organizers

The event description states 'The problem has shifted from can we build agents to how do we build agents that actually hold up,' and it convenes engineers from frameworks, deployment, frontend, and data infrastructure layers at AWS Builder Loft.