Practice / AI Infrastructure

Compute, lifecycle, and the cost of intelligence.

The next decade of AI will be decided as much by infrastructure choices as by model choices. We help leaders make both well.

Reference Architectures

From inference at the edge to multi-region training — patterns proven in regulated environments.

Model Lifecycle

Evaluation harnesses, observability, retraining triggers, and rollback you can trust.

Sustainable Compute

Energy, water, and carbon accounting integrated into capacity planning.

Build vs. Buy vs. Partner

Honest economics for foundation models, fine-tuning, and vendor selection.

01

Assess

Workload profiling, current-state architecture, and unit economics.

02

Design

Target architecture and lifecycle controls aligned to your risk posture.

03

Operate

Runbooks, SLOs, and sustainability KPIs your team can own.

Start a conversation.

Strategy, governance, and infrastructure — built around people.

hello@newton3.ai →