AI Reliability Engineering is the discipline of finding truth references. Founder of Qualixar — seven shipped open-source instruments, seven arXiv preprints, and a daily dawn study of Vedanta and Sāṅkhya validation models.
How Vedanta and Sāṅkhya provide validation frameworks for understanding intelligence — artificial and embodied. Classical Indian philosophy was built for one goal: verifying truth references in dynamic, non-deterministic environments.
Balancing the three cosmic Guṇas (Tamas/inertia/regularization, Rajas/learning rate/momentum, and Sattva/convergence) to tune neural network hyperparameters.
Viewing static weights (Prakāśa) as latent potential, animated by dynamic runtime self-reflection loops (Vimarśa) and iterative token generation (Spanda).
Applying classical validation instruments (Pratyakṣa, Anumāna, Śabda) to build formal assertions and reliability verification checks for agentic runtimes.
Translating theoretical metaphysics into production code. Real-time contracts, assertions, and test pipelines.
Formal specification and runtime enforcement of behavioral contracts for autonomous AI agents. Prevents drift, ensures compliance, enables composition.
Local-first AI agent memory with mathematical foundations. 74.8% on LoCoMo without cloud dependency — highest local-first score reported. Fisher-Rao retrieval, sheaf cohomology, Langevin lifecycle. EU AI Act compliant.
Orchestration runtime of the Qualixar AI Reliability Engineering platform. 13 execution topologies (sequential, parallel, debate, mesh, hybrid, and more), Forge AI auto-design, adversarial judge pipeline, cost-quality-latency routing. 2,936 tests passing. Paper on arXiv.
Published on arXiv. Formal methods, security, and memory for AI agent systems.
→ Biologically-inspired forgetting, cognitive quantization, multi-channel retrieval
Read on arXiv →→ 1,980 experiment sessions across 7 models
Read on arXiv →→ 675 tests, 8 novel contributions
Read on arXiv →→ 74.8% on LoCoMo (zero cloud) — highest local-first score reported
Read on arXiv →→ Local-first architecture, Bayesian trust defense against memory poisoning
Read on arXiv →→ Stochastic testing across non-deterministic agent workflows
Read on arXiv →→ Universal Type-C port for AI agents — 25 commands, every transport, every IDE
Read on arXiv →Experience
Senior Manager & Solution Architect
Leading digital transformation programs for Fortune 500 European enterprises. Managing 100+ member teams across multiple concurrent projects. End-to-end solutioning with GenAI and Agentic AI.
5× Global Technology Innovation Award Winner (2021–2025). Built AI platforms for automated voice dubbing, sound effects generation, and video production — recognized in national media.
Software Engineer
Enterprise solution development for major US telecom and banking institutions.
Software Engineer
Digital platform development for global retail and telecom enterprises.
Network Engineer
Where the journey began — building networking infrastructure for telecom carriers.
Technical Expertise
Cloud & Infrastructure
Digital Experience
Commerce
Backend
Frontend
AI & ML
Architecture
Education
Dual Degree: B.Tech (Engineering) + LLB (Law)
Daily study of Advaita Vedanta with Shankara’s commentaries. The tradition’s emphasis on pramāṇa — valid means of knowledge — directly informs the formal verification methodology used across Qualixar instruments. Vedanta is the original reliability engineering: a method for testing the mind’s outputs against an unchanging reference.
Tractable in code: every agent assertion is a prameya; every contract, regression, and supply-chain check is a pramāṇa; every production failure is a doṣadṛṣṭi — the cataloged flaw of perception that the system must be tuned away from.
Read the full essayI make videos with my daughter about the questions AI made me ask. It’s a different room with different rules — spoken, not written. The doorway is here; the work lives over there.
The AI Reliability Engineering Platform. Seven shipped instruments, seven arXiv preprints, and the courses that teach how they were built.
Across three centuries of famine and epidemic, women outlived men — strongest of all in newborns, before behaviour exists. A father and engineer traces the biology of endurance, and where it quietly meets Vedanta.
Everyone's asking if AI is waking up. I build AI for a living — and at 3 a.m., beside my four-year-old as his fever crossed 103, I understood we're asking the wrong question. The real divide isn't smart vs dumb. It's alive vs driven.
"The signal is always there.
You just have to build the filter."
7 live instruments in the Qualixar suite. New research every few weeks.
Follow the build.
