:: 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.

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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.

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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.

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