Spend effort on the work that matters.
Relay investigates how successful execution can inform future related workloads, with the aim of reducing repeated reasoning and unnecessary computation.
A MANASLU LABS PROJECT02
Better execution.
More intelligence
per dollar.
UNDER ACTIVE DEVELOPMENT
Relay is infrastructure for autonomous agents. We are building it to improve the efficiency, reliability, and economics of intelligent systems doing real work.
Contact usTHE PRINCIPLE
Every useful run should
inform the next.
Autonomous agents often repeat expensive work. Relay investigates how validated execution can become reusable capability, leaving new reasoning for the parts of a task that remain unresolved.
It is an engineering project within Manaslu Labs: a practical expression of our research into efficient intelligence.
AN EXECUTION MODEL WE ARE EXPLORING
01
Observe
Capture the execution.
02
Validate
Check the useful work.
03
Reuse
Apply where appropriate.
04
Resolve
Reason about what remains.
Conceptual model. Reuse must satisfy the current task’s constraints and validation requirements.
ENGINEERING FOCUS
Better foundations for agents.
Build for work that takes time.
Autonomous tasks need execution mechanisms that account for extended workloads, interruptions, and the context required to carry work forward.
Make execution inspectable.
We are developing infrastructure around explicit validation and execution traces, so engineers can understand what ran, what was reused, and what still requires attention.
Understand the cost of a useful result.
Efficiency must be assessed across the workload, including validation and failed attempts. Relay explores how to make reliable autonomous execution more economical as usage grows.
WHERE WE ARE
An active engineering effort.
Relay is under development. We are testing its execution mechanisms and their limitations. Broader reliability, scalability, and cost benefits remain goals to evaluate, rather than production guarantees.
Talk to us about RelayAN OPEN CONVERSATION