Deavyansh Gautam

Research

Evaluation and evidence in AI systems

Technical reports on evaluating generated infrastructure configurations and building evidence-linked research workflows.

Lineage: Evidence-Linked Due-Diligence Drafting with Bounded Model Authority

Deavyansh Gautam · 1 November 2026

Source-linked due-diligence drafting, citation checks, evaluation results and human approval boundaries.

IaC Eval Bench: Auditing Static Evaluators for LLM-Generated Kubernetes Configurations

Deavyansh Gautam · H Zhang · 24 October 2026

A static Kubernetes evaluation harness, a scoring audit and a reproducible comparison of saved model outputs.