Architecture

A three-layer path from workflow capture to learning loops.

The system design extends the deployed workflow tool into a broader architecture for Commercial Judgment Infrastructure: a capture layer, operating layer, shared execution spine, and Product / Client learning loops.

Capture layer

Real client-facing work becomes structured Commercial Execution Events: product set, recipient logic, message frame, timing, adaptation, tracking, and attributed outcome.

Operating layer

Sales Agent and Operations Agent workflows assemble department context, prepare decision support, and preserve human ownership over judgment-heavy actions. A functional prototype — a multi-turn chat interface connected to the Claude API with a structured database layer — validates the core architecture.

Learning layer

A shared execution spine connects workflow records, selected operating decisions, enterprise context, and attributed outcomes into Product and Client learning loops.

Materials

Three ways to enter the system work.

Brief

One-page brief

A compact overview of the system thesis, core data objects, proposed architecture, and first MVP boundary.

Open brief
Deck

System design deck

A hiring-facing walkthrough of the capture layer, operating layer, shared execution spine, and Product / Client learning loops.

Open deck
By request

Demo + whitepapers

A redacted video walkthrough of the deployed Chrome extension workflow tool, plus full architecture whitepapers on the operating and learning layer architectures.