+ FROM THE LAB

Research & perspectives

Notes on building, evaluating, and understanding safer AI systems.

MA / RESEARCH 01
EVALUATIONRESEARCH NOTE

Beyond benchmarks: evaluating AI in the real world

Why static benchmarks miss the failures that matter in enterprise deployments.

8 min read
MA / RESEARCH 02
RED-TEAMINGRESEARCH NOTE

The anatomy of a prompt injection

A closer look at attack surfaces, failure patterns, and practical defenses.

6 min read
MA / RESEARCH 03
INTERPRETABILITYRESEARCH NOTE

Measuring what your model doesn’t know

A practical framework for hallucination detection and calibrated uncertainty.

10 min read

EDITORIAL DRAFTS · Proposed research topics, not published study findings.