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: December 13, 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.

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.

LLM Inference Efficiency Research

Research

Reference implementations of LLM acceleration techniques including speculative decoding (EAGLE, Medusa, tree speculation), KV-cache compression, and custom Triton kernels for transformer operations. Achieves 8.1x speedup with 88% peak bandwidth utilization on A100 GPUs. Open-source repos: speculative-decoding and triton-kernels. Google Technical Disclosure pending.

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

  • Multi-Agent Orchestration: Coordination protocols and fault tolerance for production multi-agent systems
  • LEO Satellite Systems: Distributed processing architectures for low earth orbit constellations
6
Active Projects
7
Countries This Year
5
Technical Disclosures
3
Pending Publications

Currently Reading

Low Earth Orbit Satellite Design

George Sebestyen • Exploring satellite systems architecture and distributed networks

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