Technical deep dives

Studies are published only when the numbers are measured, reproducible, and cleared. These are lab and hardware studies — no client names, and every figure traces to a public repository you can re-run.

IN DEVELOPMENT

Private AI for Regulated Environments

Architecture patterns for private AI when privacy, control, and regulatory boundaries define the design space.

ARCHITECTURE · REGULATED

MEASURED · PUBLISHED

Making Large Models Fit Smaller Hardware

A technical walkthrough of compressing models to target hardware with measured quality and performance tradeoffs.

OPTIMIZE · BENCHMARKS

MEASURED · PUBLISHED

Serving a 307 GiB Model on Hardware You Own

How private inference becomes a production agent: tools, permissions, evaluation, and observability.

AGENTS · OBSERVABILITY