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

Current Focus
- •Qualixar suite: Seven live instruments (AgentAssert, SkillFortify, SuperLocalMemory, SLM Mesh, SLM MCP Hub, Qualixar OS, AgentAssay) hum at their frequencies.
- •Qualixar OS paper (arXiv:2604.06392) published, making seven arXiv preprints in the AI agent reliability space so far this year.
- •Transitioning Qualixar from an independent research initiative to a registered product company (incorporation & commercial licensing).
- •Active research on three upcoming forge instruments: Project Echo (degradation benchmarking), Project Sentinel (code reliability), and Project Aurora (chaos engineering).
- •Writing 'The Mirror and the Light' — a book connecting AI, Advaita Vedanta, Sāṅkhya philosophy, neuroscience, and human awareness.
Building
Qualixar Incorporation
Entity formation, commercial packaging, and licensing frameworks for production-grade agent reliability instruments.
The Mirror and the Light
Book manuscript drafting. Connecting ancient epistemological standards (pramāṇa) with cutting-edge artificial intelligence.
Mirror Light Studio
An editorial platform and creative doorway for essays on Vedanta, Shaivism, and consciousness. Follow the build @myhonestdiary.
Reading
The Mirror and the Light
Hilary Mantel
Historical narrative and literary craft study.
Brihadaranyaka Upanishad (with Shankara's Bhashya)
Swami Madhavananda Translation
Dawn study of Vedantic epistemology and non-dual consciousness.
ICLR / ICML 2026 Proceedings
Various Authors
Staying current on formal verification, agent coordination, and category-theoretic representation learning.
Tech Stack
Where
Based in India, working globally with European enterprise clients at Accenture.
This is a now page. If you have one, let me know.