now
What I'm working on, learning, and thinking about right now
What I'm Doing Now
My current focus areas, active projects, and what I'm learning. Inspired by nownownow.com
Last updated: December 13, 2025
Current Projects
delta Team - Innovation & Transformation (JAPAC)
ActiveMember 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
ActiveBuilding 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
ResearchReference 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
ResearchAdvancing 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
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