Agent Handler

Agent handlers manage agents efficiently and effectively from the start of an engagement until Agents are self-sufficient.

Organizational Grounding

Agent performance is bounded by context quality. We instrument agents with structured organizational knowledge — operational taxonomies, domain constraints, stakeholder hierarchies, and data lineage — so reasoning occurs against a well-formed representation of your environment rather than generalized priors.

Output Validation

Low-confidence outputs require human adjudication before propagation. We design validation gates calibrated to task criticality — surfacing edge cases, flagging distributional drift, and feeding structured corrections back into the refinement loop. Human oversight is not a fallback; it is a first-class system component.