Bruce is an enterprise execution agent

Bruce is EGI’s enterprise execution agent. It is designed to complete operational jobs rather than provide a chat interface over an ERP or CRM. The distinction is visible in the output: Bruce is responsible for the validated system change and the completed workflow, not only the recommendation.

ERP is Bruce’s canonical production surface. Purchase orders, receipts, journals, inventory movements, and close activities combine long-running goals with heterogeneous tools, policy constraints, and authoritative records. Revenue is another functional surface on the same execution layer.

What the job actually is

A standardized ERP job specifies an operational result: signals evaluated, a purchase order or journal created or routed, legal entity and policy constraints satisfied, and an audit record written. The run passes only when the full cycle completes on the tenant’s stack.

Five system layers support the run. The context graph maintains current tenant state. The execution graph maps intent through tools, validation, recovery, and completion. The evaluation layer scores the result and records failures. Pre-trained execution supplies reusable functional patterns. The control plane determines which actions Bruce may perform.

The model is a dependency

EGI treats model substitution as a regression event rather than a new implementation. The same job specifications and execution evaluations run against the replacement model. This isolates changes in intent parsing while preserving transaction logic, policy, and historical functional benchmarks.

Deploying Bruce consists of binding existing execution patterns to the tenant’s systems, identity model, and policies, then validating those bindings against defined jobs. Prior cross-tenant results provide a benchmark; tenant-specific acceptance runs establish that the same controls hold in the local environment.