Architecture & re-architecture
System shape
Technical architecture, decomposition, migration strategy, decision records, interfaces, and a delivery path teams can actually execute.
Delivery capabilities
We take responsibility for bounded projects where architecture, execution, and coordination determine whether the work succeeds. The technology follows the problem—not the other way around.
Discuss a projectConsequential projects rarely arrive as clean implementation tasks. They cross old systems, incomplete requirements, operating constraints, organizational seams, and decisions no tool can make. We turn that ambiguity into a tractable technical project and drive it through delivery. System shape Technical architecture, decomposition, migration strategy, decision records, interfaces, and a delivery path teams can actually execute. Recovery Ground-truth assessment, risk containment, technical triage, and a credible plan for systems that are stuck, brittle, or poorly understood. Production systems Data, evaluation, model integration, infrastructure, interfaces, observability, controls, and human review—not merely a successful demo. Technical foundation Pipelines, platform capabilities, developer infrastructure, integrations, and operational systems that other work depends on. Change under load Modernization plans and staged execution that respect live operations, hidden dependencies, and the cost of a careless rewrite. Coherent execution Architecture and delivery leadership across internal teams, senior specialists, vendors, and interdependent workstreams.Architecture & re-architecture
Stalled or inherited system rescue
AI & ML productionization
Data & platform delivery
Legacy modernization
Technical program ownership
We have deep experience in production machine learning and agent systems. We also know that model behavior is only one part of a production system. Useful AI work requires architecture, data, evaluation, interfaces, permissions, review, observability, and an operating model. When conventional software is the better component, we use conventional software. ProductionizationFrom experiment to operating system
Aboriginal Armadillo leads the project and assembles senior specialists when the work calls for depth in a particular domain. The client does not have to integrate a loose collection of trades; we establish the architecture, coordinate the seams, and keep the technical execution coherent.
Completed has a technical meaning both sides can inspect.
The people accountable for delivery can make or escalate the necessary decisions.
Client, vendor, data, access, and organizational dependencies are named—not wished away.
We will say no to work that is structurally set up to fail.