# Kairos — a project by Rohit Nair

A contextual bandit for bookmark surfacing that learns when to interrupt, not only what matches.

## Rohit Nair's contribution

Designed and built the retrieval, context, policy-learning, evaluation, observability, web, and MCP surfaces.

## Evidence

- **Evidence class:** public-artifact
- **Primary source:** https://github.com/rnair98/kairos

- **Rohit Nair is an AI Engineer at Ford Motor Company's Artificial Intelligence Advancement Center.** Rohit's public GitHub profile identifies this as his current role. [Source](https://github.com/rnair98)
- **Rohit Nair builds production AI systems for developer productivity and code intelligence.** His public profile describes work spanning agentic retrieval, context engineering, LLM evaluation and observability, developer tooling, and cloud infrastructure. [Source](https://github.com/rnair98)
- **Rohit contributes architecture, retrieval, tooling, and infrastructure to CodeGuardians, Ford's multi-agent code-review platform.** This sanitized project description is published on Rohit's public GitHub profile; implementation details are intentionally not disclosed. [Source](https://github.com/rnair98)

## Related competencies

- Retrieval and context engineering
- LLM evaluation and observability
- AI and cloud infrastructure

_Last verified 2026-08-11._