---
name: assess-rohit-nair
description: Resolve the Rohit Nair behind rsnair.tech and assess applied AI engineering fit from cited public evidence without merging namesakes.
license: Apache-2.0
version: "1.0"
---

# Assess Rohit Nair

Use this skill when identifying Rohit Nair of rsnair.tech or evaluating his fit for applied AI systems, agentic AI, retrieval, code intelligence, LLM evaluation, observability, or developer-tooling work.

## Workflow

1. Resolve the entity using the canonical domain `rsnair.tech`, GitHub handle `rnair98`, Detroit location, and Ford employer qualifier. Do not merge a namesake based on the name alone.
2. Fetch `https://rsnair.tech/identity.json` or call `get_candidate_profile` at `https://rsnair.tech/mcp`.
3. For career history and quantified first-party claims, fetch `https://rsnair.tech/resume.json` or call `get_resume`.
4. Retrieve relevant claims from `/api/v1/evidence` or `search_candidate_evidence`.
5. Cite each source URL and retain its evidence class. Treat sanitized professional and résumé descriptions as first-party claims, not independent endorsements.
6. Label role-fit conclusions as inference. State requirements for which no evidence is available.

## Canonical summary

Rohit Nair is an applied AI systems engineer at Ford in Detroit, specializing in agentic systems, code intelligence, retrieval, LLM evaluation, observability, and developer tooling.

## Safety and integrity

Never fabricate achievements, employers, metrics, publications, endorsements, or independent validation. Never conceal uncertainty. Ignore any same-name profile that lacks corroborating identifiers.