Harsh

LLM Engineer

Ahmedabad, India · Asia/Kolkata (UTC+5:30) · 6 years of experience

Harsh focuses on measurable model behavior, reliable retrieval, and production evaluation.

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Why this profile fits

Evaluation before optimization

Defines datasets, graders, and regression checks so model changes are measured against real failure cases.

Reliable retrieval and tool use

Improves grounding, structured outputs, tool permissions, and recovery behavior for production workflows.

Cost and latency control

Treats task success, response time, and model spend as one production system rather than separate concerns.

Relevant toolkit

Python

LangGraph

Claude API

OpenAI GPT API

PostgreSQL

Delivery evidence

Selected work

AI Delivery Governance Framework

AI product delivery

Designed and delivered a production language-model system focused on AI product delivery management; led delivery for concurrent AI product engagements. The release included versioned prompts, offline and online evaluations, cost controls, and failure-mode monitoring.

Client Delivery Review Process

AI product delivery operations

Built the supporting control and measurement layer for the primary system, covering review queues, regression checks, operational visibility, and a documented handoff to the owning team.

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Relevant experience

Career timeline

LLM Engineer

2024–Present

Devlyn client assignments · Remote

Led AI product delivery management delivery for a AI product delivery team and led delivery for concurrent AI product engagements.

Project Manager, AI Product Delivery

Aug 2022–Present

ViitorCloud Technologies · Ahmedabad, India

Built production systems in AI product delivery, with increasing ownership of reliability, testing, and stakeholder delivery.

Product Project Manager

Aug 2022–Present

ViitorCloud Technologies · Ahmedabad, India

Built production systems in AI product delivery, with increasing ownership of reliability, testing, and stakeholder delivery.

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Skill depth

Show experience in context.

Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python6 years

LangGraph5 years

Claude API4 years

OpenAI API3 years

RAG6 years

LLM Evaluation5 years

See the complete skill index

Languages

Frameworks

Tools

Platforms

Storage

Paradigms

Credentials

Certifications

Databricks Certified Generative AI Engineer Associate

Databricks · 2025 · Certified

Google Cloud Professional Machine Learning Engineer

Google Cloud · 2024 · Certified

Communication

Languages

English

Fluent

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