Lightlines
By obra

Defense-in-Depth Validation

obra

Stop bad data from slipping past your bug fixes.

What it does

Strengthens bug fixes by adding validation and diagnostic checks at every layer of a data flow.

When to use it

Use when invalid data causes failures deep in execution and requires validation across multiple system layers.

How to use it

It changes how the agent fixes invalid-data bugs by tracing data flow, adding layered checks, and testing attempts to bypass them.

What you provide

  • An existing project

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