Status note. Two peer-reviewed publications are live (Elsevier SoftwareX; ICOSAAS 2026) and eight manuscripts are submitted for peer review across Wiley, Springer, Elsevier, PeerJ, and Taylor & Francis. Citation counts and venue decisions are tracked here as they land. The TestForge AI platform is in public beta.

Professional memberships & fellowships

IEEE · Senior grade

IEEE Senior Member

Elevated to Senior Member grade in August 2026 by the IEEE Admission and Advancement Committee. Princeton/Central Jersey Section, Region 1. Member #102410437.

IEEE Computer Society

IEEE Computer Society Member

Member of the IEEE Computer Society since 2026, the world's largest scholarly computing society.

Fellowship

Fellow, Institute of Analytics (FIoA)

Admitted as a Fellow of the Institute of Analytics, London, in August 2026.

Awards

Gold Winner · 2026

AI-Powered Software of the Year

Aureum International Award, 2026. Awarded for Intelligent Quality Engineering Through Autonomous AI — the research-driven TestForge AI platform.

Award · 2026

AI Product Innovation Award

INDEA International Excellence Awards 2026. Presented by the General Chair and Conference Chair, School of Science, Engineering and Environment, University of Salford, UK.

Education & certifications

Degree

B.E., Computer Science and Engineering

Hindustan College of Engineering, Chennai (University of Madras), 1998–2002.

Post Graduate Diploma

PG Diploma in Machine Learning and Artificial Intelligence

International Institute of Information Technology Bangalore (IIITB), in partnership with upGrad, 2022.

Certification

AWS Certified Cloud Practitioner

Amazon Web Services.

Peer-reviewed publications

Journal article

Elsevier SoftwareX, 2026

bdd2pw: Live-DOM Page Object Scaffolding from Gherkin Specifications via the Microsoft Playwright MCP. Vol. 35, art. 102933.

Conference paper

ICOSAAS 2026 proceedings

Detecting and Mitigating Flaky Tests in Continuous Integration: A Decision Catalogue for Quality Engineering Teams. Scopus-indexed.

Public artefacts

Open source

Reproducibility bundles

Every paper ships with a reproducibility bundle — CSVs, trained models, JSONs, and the exact scripts that produced each figure and table.

Platform

TestForge AI public beta

The production platform is open for beta access; usage analytics will be summarised here as the cohort grows.

Community

Practitioner engagement

Active conversations with QE leads, test-automation architects, and academic researchers in software-testing labs.