Engineering leader · Researcher · Builder

Directedvelocity.

I build engineering organizations that move at AI-speed without the systemic debt.

CurrentlyFounding member @ MaayaAIIndia · 2026

01 / Thesis

Dev velocity is becoming a commodity.

Directed velocity is the advantage.

The work is no longer just to ship faster—but to aim intelligence, systems, and teams at the right frontier.

02 / Current focus

From model capability
to operational leverage.

01

Multi-agent orchestration

Autonomous, goal-oriented systems that coordinate tools, context, and judgment.

02

AI-native security

Vulnerability intelligence, cloud posture, and incident response designed around agents.

03

Precision engineering

Directed velocity: technical execution tightly coupled to product value and P&L.

NOW / MAAYAAI

Security work,
re-architected
around agents.

Technical vision and end-to-end development for an AI-native cybersecurity platform spanning vulnerability assessment, cloud intelligence, and incident response.

2lines of JavaScript

A plugin that helped pivot Makua from B2C to scalable B2B SaaS.

20+years building

Research, ERP, startups, mobile platforms, SaaS, and agentic AI.

03 / Field notes

Thinking in public.

View all writing
Systems / 8 min

Directed velocity is the constraint

Why AI-speed changes the scarce resource from implementation to judgment.

Read note ↗
Research note

Thermal Training Dynamics

A practical enhancement for neural network training efficiency.

Read note ↗
Architecture

Semantic-Aware Code Generation

A multi-modal context architecture for AI-assisted programming.

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Research roots / operator instincts

From phase-field models
to production systems.

M.S. from the University of Utah. B.Tech from IIT Kanpur. Two decades spent translating first principles into products, teams, and companies.

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