Enterprise execution agents
Enterprise General Intelligence
Enterprise execution on ERP, supply chain, and treasury. Evaluated against standardized jobs-to-be-done. Built to run from Day 1.
Illustrative specimen · not a result
Signal to approved purchase order
Designed for unlike operating environments
One job contract. Different schemas, policies, tools, and system state.
Enterprise jobs outlive a prompt. They cross ERP, supply-chain, treasury, approval, and banking systems; each step depends on the verified result of the last. A larger context window only preserves more transcript—it does not keep operational state current, select the right tool and schema, enforce identity and policy, or recover after a partial write. Production execution requires persistent goals, checkpoint-bound state, diverse tool calling, and validation of the resulting system state.
Generic agents optimize the next response. An execution agent must complete the entire transaction chain—or stop safely with enough state to resume.
Why long context is not memory →Day 1 means you deploy in days, not months. Enterprise execution agents skip the long implementation cycles that generic AI projects require—while still connecting to your systems and policies.
Tool calling is credible when every write is stateful, policy-bound, and verified in the system that owns the outcome.
NetSuite · SAP · Dynamics
Create and approve POs, post journals, receive inventory, and close periods under entity and policy controls.
WMS · transportation · MES
Allocate stock, release warehouse work, tender shipments, record production, and reconcile physical state.
Treasury management · banking APIs · payment rails
Position cash, prepare payments, enforce limits and dual approval, reconcile settlement, and preserve evidence.
Reliable ERP execution depends on current state, tested transaction paths, production evaluations, reusable workflow patterns, and controls that sit outside the foundation model.
Continuously refreshed enterprise state across structured and unstructured systems, with dynamic addition, updating, and eviction of context.
Learned mappings from intent → tool sequence → validation → recovery → completion across real enterprise workflows.
Production traces, human corrections, failure modes, and edge cases that continuously improve execution accuracy.
Reusable role and workflow patterns learned across real ERPs, so Bruce begins with how purchasing, finance, warehouse, and operations actually post, receive, and close.
Permissions, approvals, observability, auditability, and policy enforcement required for safe autonomous execution.
EGI isolates inference behind a versioned execution layer, then reruns the same job contracts when the model changes. Operational interchangeability is established by paired completion, safety, and recovery results—not by a shared API shape.
ESE-1 · Protocol v0.1 · Spec only · no certified results
Long-horizon jobs · heterogeneous tools · changing state · scored on the resulting system state.
Illustrative specimen · not a result
Close exception to posted journal
ESE-1 publishes the evaluation contract before model results: job state, tool surface, perturbations, hard failures, recovery evidence, and deterministic terminal checks.
Read the ESE-1 specification →EGI combines neural inference with symbolic code generation to complete controlled transactions across ERP, supply-chain, and treasury systems.
Bruce translates model reasoning into correct actions on ERP, supply-chain, and treasury systems. The serious work is posting transactions, moving inventory, and governing cash—not a better chat.
An enterprise execution agent for consequential workflows: intent → tools → validation → recovery → completion. ERP is the canonical workload; supply chain and treasury prove the same controls across physical state and cash.
Isolated tenant data · full audit logs · never used for model training. Security documentation
An enterprise execution agent with versioned job contracts and a public evaluation protocol. Days to deploy—not a months-long implementation cycle.