Agentic Self-Correction
Reframing model reasoning traces as first-class, verifiable computational artifacts rather than post-hoc rationalizations — “The Dynamic Reasoning Trace.”
Recognition & distinction
Standing in the field.
A convergence of independent recognition — from the profession's senior engineering bodies, from global analyst indices, and from the peer-review community — alongside quantified enterprise impact and original, published research in agentic AI.
01Global acclaim
Recognized among the leaders of the field.
AI150 Global AI Influencer 2025–2026 & 2026–2027
Global AI Leader 2025
Top 50 AI Researcher (Stanford recognition)
Elite professional memberships
- Senior Member IEEE
- Fellow IET
- Member AAAI
Senior grades conferred only on members with demonstrated outstanding achievement, adjudged by expert peer panels.
Recognition & peer-review leadership
- AI150 Global AI Influencer — 2025–2026 & 2026–2027 (Constellation Research · constellationr.com)
- Global AI Leader Award — 2025
- Top 50 AI Researcher & Reviewer — Stanford University recognition
- Guest Lecturer & Research Student Mentor — California State University, Fullerton
- IEEE Conference Judge, Chair & Research Contributor — USA, UK, Europe & Asia
- Speaker — IEEE, September 2025
02Impact at scale
Research translated into industrial reality.
As Principal AI Architect at Rivian and technical architect for the Rivian–Volkswagen JV AI transformation, delivering measurable enterprise outcomes at scale.
17+
Years of global experience
100+
Google Scholar citations
25+
Peer-reviewed publications (2023–2026)
100+
Peer reviews (verified reviewer)
30+
Technical certifications (AI, cloud, architecture)
7
Continents delivered (Asia, N. America, Europe, Australia)
$100M+
Measured annual operational impact from AI systems
$200M+
Annual operational savings driven (Samsung SDS)
$50M
Annual cost savings (Workspace migration)
50+
Agentic AI systems architected
20+
Design Thinking sessions facilitated
1,000+
Applications on Microsoft + Google Cloud
1,000+
Petabytes migrated to cloud
5M
Associates served globally
3M
Users on platforms architected
03Pioneering research
Original contributions to trustworthy AI.
Synthetic Reasoning
Closing the LLM faithfulness gap by shifting from free-text generation to modular, executable program synthesis (World Journal of AI & Robotics Research).
Private, cost-efficient retrieval
TurboVec — codebook-oblivious quantization for enterprise RAG: higher recall and far lower latency than trained baselines, with membership-inference risk reduced to near-random (arXiv, 2026).
Trustworthy edge & vehicle AI
Security and governance frameworks for quantized edge LLMs in 6G IoT, and a next-generation predictive-maintenance framework for software-defined vehicles (IEEE, 2026).
25+ peer-reviewed publications · 100+ Scholar citations · 100+ peer reviewsBrowse publicationsGoogle Scholar