now

What I'm working on, learning, and thinking about right now

Updated Regularly

What I'm Doing Now

My current focus areas, active projects, and what I'm learning. Inspired by nownownow.com

Open to Consulting Singapore

Last updated: November 15, 2025

Current Projects

delta Team - Innovation & Transformation (JAPAC)

Active

Member of Google Cloud's elite delta team architecting enterprise AI solutions at scale across Japan-Asia Pacific region. Bridging whiteboard vision to sustainable implementation for large-scale digital transformation initiatives.

UPIR - Universal Plan Intermediate Representation

Published

Completed framework for automated synthesis and verification of distributed systems using formal methods and machine learning. Published on TD Commons with open-source implementation. Achieves 274x speedup for verification with 60% latency reduction in production systems.

AI Agent Framework for Data Engineering

Active

Building production-ready multi-agent systems for autonomous data pipeline management. Industry-agnostic framework that handles data quality, orchestration, and monitoring with AI agents collaborating in real-time.

FTCS v2.0 - Field-Theoretic Context System

Research

Advancing the field-theoretic approach to context modeling in AI systems. Working on efficient implementation patterns and real-world validation across enterprise use cases.

Learning & Research

  • Formal Verification & Program Synthesis: Exploring compositional verification approaches and automated code generation for distributed systems (recently published UPIR framework)
  • Agentic Systems at Scale: Deep diving into orchestration patterns, fault tolerance, and coordination protocols for multi-agent systems in production
  • LLM Optimization: Exploring quantization techniques, serving architectures, and cost-effective inference strategies for enterprise deployment
  • Spatiotemporal Graph Theory: Applying graph analytics to model resource interactions across distributed cloud infrastructure
6
Active Projects
7
Countries This Year
1
Papers Published (Nov)
2
Talks Scheduled

Currently Reading

Staff Engineer: Leadership Beyond the Management Track

Will Larson • Exploring effective technical leadership patterns

Low Earth Orbit Satellite Design

George Sebestyen • Exploring satellite systems architecture and distributed networks

Probabilistic Combinatorial Optimization on Graphs

Cecile Murat & Vangelis Paschos • Finding approximate solutions for complex network optimization problems.

The Experience Machine

Andy Clark • Exploring how prediction and perception shape our reality

Why Machines Learn

Anil Ananthaswamy • Deep dive into the mathematical foundations of machine learning

What I'm Not Doing

  • Not taking on new full-time commitments (happy with current role)
  • Not doing basic web development projects (focused on AI/data architecture)
  • Not available for unpaid advisory work (limited capacity for pro-bono)

Open For

  • Technical Consulting: AI/data architecture, framework design, team building
  • Speaking Engagements: Conferences, workshops, podcasts on AI/data topics
  • Research Collaboration: Academic partnerships on agentic systems or context modeling
  • Open Source Contributions: Collaborators for my frameworks and tools