/now
What I'm Doing Now
A snapshot of where my energy is going right now.
Last updated: March 2026

Focus
Current Focus
- •Expanding the Qualixar research platform — new tools in development
- •Running multi-model experiments for upcoming research papers
- •Writing and submitting papers to top-tier AI and software engineering venues
Projects
Building
The Qualixar Suite
10 research-backed tools for AI agent reliability — from behavioral contracts to chaos engineering.
New Benchmarking Tools
Measuring how AI agents behave under real-world conditions. Multiple experiments in progress.
Reliability Mathematics
Formalizing the mathematical foundations of AI agent reliability engineering.
Books & Papers
Reading
Thinking, Fast and Slow
Daniel Kahneman
Dual-process theory — how fast intuition and slow reasoning shape decision-making.
Recent papers on multi-agent systems
Various (top AI venues)
Staying current on formal verification, agent coordination, and reliability metrics.
Tools
Tech Stack
AILLM-powered development workflows
FrontendNext.js + React + TypeScript
ResearchPython + scientific computing stack
CloudMulti-cloud experiment infrastructure
DevAI-augmented IDE with MCP integrations
Location
Where
Based in India, working globally with European enterprise clients at Accenture.
This is a now page. If you have one, let me know.