Agents that learn workflows
We study how agents can observe real business processes, build operational memory, and adapt to how each company already works.
General Inference Lab is preparing the world for AGI through applied research on autonomous systems, starting with businesses run end to end by agents that learn real workflows and take over daily operations.

General Inference Lab prepares the world for AGI by researching practical systems, not just theories. Our current focus is fully automated businesses: agents that learn how a company works, understand its workflows, and gradually take over operations from intake and coordination to execution, monitoring, and optimization.
We study how agents can observe real business processes, build operational memory, and adapt to how each company already works.
Our current project explores businesses run end to end by agents that can coordinate tasks, make decisions, and keep operations moving with minimal human intervention.
Inspired by Anthropic's Project Vend, we run focused experiments to understand what reliable, economically useful AI systems will need before AGI arrives.
We're researching the systems, safety, and infrastructure needed for an AGI-ready world. Sign up to follow our progress and see what we publish next.