Marketing, AI systems, and the space where they meet.
I've spent 10 years in fintech — observing how growth actually works at scale, what breaks, and what doesn't. Currently exploring how LLM routing can make AI infrastructure more accessible and cost-effective.
Currently working on:
- A3M Router — an open-source project exploring biology-inspired routing algorithms (swarm intelligence, competitive exclusion, neural plasticity) for LLM infrastructure
- Experimenting with ensemble methods for hallucination detection
- Studying how different providers perform across query types
What I've observed:
- Cost vs quality tradeoffs in production AI systems are fascinating
- Open-source alternatives to centralized infrastructure matter more than we think
- The biology of adaptation maps surprisingly well to routing problems
Education:
- IISER Pune —Masters in Science (natural sciences, research training)
- IIM Trichy — PGPM (marketing, strategy)
Worked across:
- Digital marketing, growth, retention at scale
An open-source LLM gateway exploring alternative routing approaches.
Started as an experiment to understand routing dynamics. Results were interesting enough to share.
- 80+ provider support
- Biology-inspired algorithms (EXP3, time-decayed weights)
- RouterArena evaluation: 96.77% accuracy on benchmark
- npm + PyPI packages available
I document experiments, findings, and observations on:
Based in Bangalore. Interested in AI infrastructure, growth systems, and applied research.