Comparing Outcomes

Arga is designed to help teams understand whether an agent or workflow behaves correctly when interacting with multiple services.

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Capturing full traces

Each sandbox run records a full trace of the actions taken by your application or agent. This includes how it interacted with service twins and how workflows progressed across systems.

These traces make it possible to understand exactly what happened during execution.

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Comparing against production data

Arga allows results from a sandbox run to be compared against data from real production services.

This comparison highlights where behavior diverges from what happens in real environments.

Examples of differences might include:

• Different workflow outcomes
• Unexpected sequences of actions
• Incorrect assumptions about how services behave

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Validation built on top of runs

Arga focuses on providing the infrastructure for safe action. Validation and analysis can then be performed using the traces and production comparisons generated by those runs.

The goal is to understand how a system behaves in realistic conditions before deploying changes to production.