:: LAB FOCUS / DETERMINISTIC-AI

Deterministic AI & Governance

Pillar_Brief

Brand-defining territory. Authoritative, unambiguous. We're claiming the word "deterministic" for agentic systems. Avoid hedging language.

Posts in this pillar

3 POSTS

TUTORIAL May 12, 2026

Detecting Terraform drift in Azure: a practical guide

Three flavors of drift, what terraform plan actually catches, the free tools that fill the gaps, and the point at which the homemade approach breaks down.

READ POST

RESEARCH May 12, 2026

Why your Azure VMs cost 2x more than they should

Most Azure subscriptions run VMs at p95 CPU under 40%. The deterministic ruleset for right-sizing them, the script that finds them, and the commit math.

READ POST

ANNOUNCEMENT May 5, 2026

We built TwoOps because nothing else fit

Why a two-person AI lab built its own cloud ops platform for Azure: detect, explain, act — AI-native by design, priced for teams without a platform engineer.

READ POST

Built in this space

The thinking in these posts ships as product. See what we've built with it.

SEE THE PORTFOLIO