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TechnologyRecursive

Production is where agents get better.

Recursive measures live operations and turns the findings into changes tested before release.

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The problem

Live systems produce constant feedback.

Learning from that feedback stays manual. Models change, processes drift and new edge cases appear, and each fix becomes its own project. Agents left uncalibrated after launch slowly fall behind.

QualityTimeStandardLaunchFalls behind the work
Fig. 1Without a feedback loop, quality drifts below the standard.

Recursive: learning from live operations

Recursive is the feedback loop of Prime's Delivery Layer. Recursive measures what agents do in production and finds where performance falls short. Each proposed change goes to the process owners before anything goes live.

Draws on

  • Live operations
  • Quality checks
Delivery LayerRecursive

Feeds

  • Builder
  • Process owners
Layer
Delivery Layer
In this layer
BuilderRecursive
In the product
Results
Part of
Prime

Capabilities

What Recursive does.

  • Production learning

    See what the system should learn next.

    Real interactions are sampled and reviewed. Failures, drift and stalls are grouped and ranked by business impact in the workspace.

  • Guided improvement

    From a signal to a specific change.

    Each opportunity becomes a targeted change with a stated reason. The process owners review every proposal.

  • Tested before release

    Every change earns its place.

    A change goes live only after passing real cases and quality checks without side effects. Every improvement rests on evidence.

The rest of Prime

Every component works from the same foundation.

See Recursive running on your operation.

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