timeline
A journey through 15+ years of engineering, research, and leadership.
Career Journey
From early research in physics and algorithms to leading AI innovation at Google Cloud
UPIR: Automated Synthesis and Verification of Distributed Systems
Framework combining formal verification, program synthesis, and machine learning to automatically generate verified distributed system implementations. Achieves 274x speedup with 60% latency reduction through compositional verification and proof caching.
ETLC: A Context-First Approach to Data Processing in the Generative AI Era
A comprehensive whitepaper introducing ETLC (Extract, Transform, Load, Contextualize), adding semantic, relational, operational, environmental, and behavioral context to data pipelines.
Field-Theoretic Context System (FTCS)
An innovative approach modeling context as interacting fields rather than discrete states, enabling natural context flow and dynamic evolution through partial differential equations.
ARTEMIS - Adaptive Multi-agent Debate Framework
Technical disclosure on an adaptive framework for multi-agent decision systems using structured debate protocols to enhance enterprise decision-making.
LLM Inference Efficiency Research
Research implementations addressing the fundamental bottleneck in LLM inference: memory-bandwidth constraints rather than compute limits. Explores acceleration through speculative decoding, custom GPU kernels, and quantization...
AI Metacognition Toolkit
Activation-level detection of sandbagging, deception, and situational awareness in LLMs. Linear probes achieve 90-96% accuracy across Mistral, Gemma, and Qwen models. Includes steering vectors for...
Data Monetization Strategy for Enterprises
A comprehensive framework for enterprises to transform data into economic value, establishing methodologies now implemented across multiple JAPAC organizations.
Head of Data & Analytics, Southeast Asia | Site Lead, PSO Southeast Asia
Dual-track role combining technical innovation leadership with regional delivery management. Built Google Cloud's Data Analytics practice across Southeast Asia while serving as Site Lead overseeing...
OConsent: Open Consent Protocol for Privacy and Consent Management with Blockchain
A blockchain-based protocol for transparent personal data processing, enhancing user control and compliance with data privacy regulations.
MBA, Business Analytics
Principal Engineer - Data & Analytics Transformation
Led enterprise-wide AI and data platform development serving 11 markets, delivering technical excellence while influencing C-suite data strategy.
- Delivered a Self-Service ML Platform that reduced model development time from months to weeks
- MarTech modernization - +30% customer acquisition
Principal Data Engineer / Solution Architect
Architected enterprise-scale data solutions for Fortune 500 clients across APAC.
MTech, Software Systems
Software Engineering & Technical Leadership
Progressive advancement through software engineering, entrepreneurship, and technical leadership across systems development, marketplace platforms, and payments infrastructure.
- Microsoft (2010-2014): Windows Kernel development (Windows 7/8, Server 2012 R2), Azure ML implementations, CDN architecture...
- Truckaurbus (2014-2016): Founded B2B commercial vehicle marketplace - 15 cities, 25+ OEM/bank partnerships