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Public sectorAgentic implementationIllustrative scenario

How an agency could run a casework agent on its own servers to show which rules apply.

The challenge

Decisions must be explainable to applicants and auditable, and data cannot leave the agency.

The approach

  1. 01An agent built on Lemma runs on the agency's own servers, on a model its security team approved.
  2. 02Each case is reasoned through the published rules, step by step.
  3. 03Caseworkers review and sign off every recommendation.

The outcome

Applicants receive a plain explanation of which rules applied and why.

Why the reasoning trace matters

Public decisions have to be explained to the people they affect and defended on appeal. A reasoning trace that names each rule and how it applied gives caseworkers and auditors something concrete to check.

How a team could start

An agency could begin with a strategy engagement to agree governance, then pilot the agent on closed cases, comparing its recommendations with the decisions that were actually made.

This is an illustrative scenario, not a customer account. It shows how a team could use Agentic implementation; we will publish real stories, with permission, as they happen.