AI-assisted delivery. Senior accountability.

The challenge

Sujes explores governed software delivery. Assemblor is its agent-operations layer, used in internal work and a paid-client pilot.

The contribution

• Organized coding, testing, auditing, and review responsibilities across role-separated agents.
• Used isolated Kubernetes workspaces with GitLab work items, source control, and pipelines.
• Retained human steering, acceptance testing, and approval under Jermaine’s control.

The outcome

The paid-work pilot demonstrated a practical workflow for AI-assisted implementation under senior review. It is an evolving delivery approach, not a fully autonomous development operation.

Project context

The platform is pre-release. Broader Sujes context, provisioning, and workflow capabilities include roadmap work and are not presented as fully operational.

Making business records work together.

The challenge

Jermaine created Kiipad to address the practical burden of invoice handling and financial-record organization within Crixus.

The contribution

• Connected email invoices, document storage, OCR, structured extraction, and QuickBooks Online records.
• Built configurable access to self-hosted or external AI inference behind an internal API.
• Implemented authentication callbacks, token refresh, and processing of exported bank data through loosely coupled services.

The outcome

The workflow was used to prepare and synchronize a year of company records for review and filing. Reconciliation and filing decisions remained with Jermaine.

Project context

Kiipad is a working prototype with a basic, incomplete UI and requires founder knowledge to operate. It does not provide accounting judgment or automatically file taxes.