Improve through reviewed defects, feedback and regression evidence
Learning means controlled engineering change, not autonomous modification of ERP rules or permissions.
Stage responsibility
Classify retrieval, rule, orchestration and tool failures and convert confirmed defects into regression coverage.
Inputs
Benchmark failures
User feedback
Execution traces
Ground-truth operational records
Output
Reviewed change with regression evidence and release approval.
Does not
The production agent does not rewrite its own permissions, tool contracts or fulfilment policy.
Where this stage is demonstrated
Real cases that exercise Improve
Verified caseSOAI-E04
Order Exception Investigation
A synthetic wholesale order demonstrates how the agent identifies the actual fulfilment blocker without confusing expected replenishment with currently allocatable inventory.
Blocker confirmedOne line prevents full allocation; safe options are evidence-qualified
A synthetic multi-warehouse case demonstrates how the agent can surface a technically feasible alternate fulfilment path while retaining allocation and approval controls.
Feasible path foundAlternate stock is surfaced without silently reallocating the order
