MA / RESEARCH 01
Beyond benchmarks: evaluating AI in the real world
Why static benchmarks miss the failures that matter in enterprise deployments.
8 min read
Notes on building, evaluating, and understanding safer AI systems.
Why static benchmarks miss the failures that matter in enterprise deployments.
A closer look at attack surfaces, failure patterns, and practical defenses.
A practical framework for hallucination detection and calibrated uncertainty.
EDITORIAL DRAFTS · Proposed research topics, not published study findings.