SharadhaAI Engineering Dispatch

AI Research Journal & Case Studies

Architectural field notes, safety benchmark experiments, and requirements intelligence research authored by Rama Rajeswari and the research team.

Benchmark Experiment Coming Up

Benchmarking NeMo Guardrails vs Llama-Guard for Agent Latency

Empirical measurements evaluating input/output guardrail latency overhead, Colang deterministic flow costs, and safety recall on 5,000 adversarial prompts.

Research Note Coming Up

Requirements Smell Detection with Reasoning Models & LLM Judges

How reasoning models identify ambiguity, conflicting criteria, and untestable specifications in product requirements before writing a single line of test code.

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