AI, Data & Analytics

Vihaan Mehta

AI Engineer

Retrieval systems, evaluation design and human-reviewed automation.

Pune, India

Fictional sample · Not a verified candidate record

Professional profile

AI Engineer with an illustrative 11-year career focused on retrieval systems, evaluation design and human-reviewed automation. Brings together python, retrieval pipelines and prompt design with practical delivery experience. Selected work below shows the problem, my contribution and the handover material rather than unsupported performance claims.

Professional experience

Jul 2022 - Present

AI Engineer

Asterline Applied Intelligence Lab

Responsible for scoped retrieval systems, evaluation design and human-reviewed automation work, coordinating the relevant reviewers and delivery partners.

  • Built retrieval over a versioned document set, added citations and defined abstention tests for missing evidence.
  • Implemented structured extraction with validation and routed uncertain records to a human reviewer.
  • Maintained dataset provenance and made unresolved questions visible before handover.
Jul 2018 - Jun 2022

AI Engineer

Northmere Applied Intelligence Lab

Built a scoped practice in retrieval systems, evaluation design and human-reviewed automation, with a defined review process.

  • Used python and evaluation datasets on assigned work; recorded decisions so colleagues could understand the approach.
  • Prepared extraction schema and exception queue and incorporated specialist feedback before closing the workstream.
Jul 2015 - Jun 2018

Junior Data Specialist

Cedarfield Applied Intelligence Lab

Built foundations through supported assignments, observation and practical feedback.

  • Assisted with retrieval pipelines and fastapi, checking work with an experienced reviewer.
  • Kept organised work records and developed clear handover habits through supervised practice.
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Vihaan MehtaAI Engineer / Continued

Core capabilities

01Python02Retrieval pipelines03Prompt design04Evaluation datasets05FastAPI06Model monitoring

Experiments & evaluations

01Dataset provenance

Support knowledge assistant

The challenge

Answers could not be traced to approved support material.

My contribution

Built retrieval over a versioned document set, added citations and defined abstention tests for missing evidence.

Deliverable Retrieval pipeline and evaluation card

02Evaluation protocol

Document intake assistant

The challenge

Operations teams manually extracted repeated fields.

My contribution

Implemented structured extraction with validation and routed uncertain records to a human reviewer.

Deliverable Extraction schema and exception queue

Education

2013 - 2015

M.Tech in Artificial Intelligence

Asterbridge Institute of Professional Studies

Specialist study with a practice focus on python and retrieval pipelines.

2009 - 2013

Bachelor of Technology / Science in the relevant discipline

Cedarhaven College of Applied Studies

Foundation study, practical assignments and supervised learning. Fictional institution and qualification record.

Continuing development

2024

Python - advanced practice workshop

Scenario exercises and peer review in retrieval systems, evaluation design and human-reviewed automation.

2025

Evaluation datasets - reflective practice seminar

Applied learning reviewed through a bounded example and a written reflection.

Practice notes

Work focus
Retrieval systems, evaluation design and human-reviewed automation
Evidence status
Illustrative work descriptions; no source artefacts attached
Contribution scope
Owned the stated workstream, not all team outcomes

Languages

English - professional working / Hindi - professional working