NB
Engineering Roadmap & History

Project Evolution & Journey

Visual roadmap depicting the progression from early CRUD applications and PostgreSQL relational schemas to local AI systems and robotics telemetry.

Project Evolution

A horizontal timeline mapping how each project forced me to learn deeper software engineering abstractions.

Scroll horizontally to view progression
01Project

RyMeds

Built my first large software project for pharmacy inventory & billing.

02Milestone

Database Design

Mastered transactional persistence, REST methods, and data integrity.

03Security

Authentication

Engineered JWT authorization and database Row-Level Security (RLS).

04Project

ETLab+

Built multi-tenant institution lab manager. Won Best S3 Project.

05Scholarship

TinkerHub Scholarship

Selected through Useless Projects 2.0 hackathon. Six-month program of learning and mentorship.

06AI Stack

Offline AI

Discovered Ollama. Benchmarked LLaMA 3.1 & Mistral 4-bit CPU inference.

07Professional

Robotics Internship

Advanced Robotics Summer Internship: sensor calibration, filtering, embedded C.

08Active Focus

AI Study Coach

Integrated offline LLMs with real-time learning analytics.

09Vision

Future (Edge AI)

Deploying local vision models and LLMs directly on low-power ARM robotics.

Detailed Journey Milestones

2024

Started B.Tech in Computer Science

Began B.Tech in Computer Science at Sahrdaya College. Focused on C/C++ memory mechanics, linear data structures, and foundational algorithms.

Late 2024

RyMeds — Won Best S1 Project

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Built a medical store inventory and billing system with embedded SQLite database. Awarded Best S1 Project.

2025

ETLab+ — Won Best S3 Project

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Architected college lab management software with PostgreSQL Row-Level Security and role-based permissions. Awarded Best S3 Project.

Dec 2025 – May 2026

TinkerHub Scholarship Program

Selected through the Useless Projects 2.0 hackathon. Awarded a six-month scholarship program focused on learning, mentorship, project building, and community participation.

June 2026

Advanced Robotics Summer Internship

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Completed a two-week intensive robotics internship at IEEE Sensors Council Kerala Chapter × Luminar Technolab covering embedded systems, sensors, and hardware integration.

Present

Building Practical AI Systems

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Developing local AI study coaches, offline desktop assistants, and developer productivity tools.