Available for opportunities

Building intelligent systems that bridge AI and human potential

ML Engineer at SynergyBoat. Researcher at VIT Vellore. I design and build AI systems that solve complex problems with clarity and purpose.

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Focus

Agentic AI, ML Systems, Quantum Computing

Currently

ML Engineer @ SynergyBoat
Masters @ VIT Vellore

Contact

[email protected]

Selected Work

Featured Projects

ml-ai maintained

SQuery-Lens

Query classification (complexity, keywords, SQL type) + schema ranking for RAG systems. Uses DistilBERT for query analysis and Sentence-BERT for table/column relevance. Filters 500 tables in ~7ms.

Python PyTorch Transformers 0 0

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open-source in-progress

EnvGuard

A command-line tool that stores environment variables in your operating system's secure keychain instead of .env files. Secrets stay encrypted on your machine and never touch your Git repository.

TypeScript Node.js 2 0

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research experimental

DRM System

A novel Digital Rights Management solution combining hardware and software components for multi-layered content protection. Currently in development with a limited proof-of-concept implementation.

Python C 2 0

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Writing

Latest Articles

mcp

The Irony of MCP: Layers of Abstraction to Teach LLMs What We Already Knew

A reflection on building an MCP SDK and implementing codemode, only to realize we've over-engineered a solution to a problem we solved decades ago with documentation.

Dec 12, 2025 • 10 min read

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flutter

Flutter vs React Native vs Native: 2025 Benchmark Comparison

Aug 27, 2025 • 26 min read

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flutter

Best Mobile App Framework 2025: Find the One That Speeds Your Launch

Aug 18, 2025 • 8 min read

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Let's build something meaningful together

I'm always interested in hearing about new projects, opportunities, or just connecting with fellow builders.

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