SARVESH — Product Designer & UX Consultant

AI/ML Engineer & Full-Stack Developer

Intelligence that reasons.Systems that ship.

AI/ML Engineer and full-stack developer with hands-on experience designing machine learning models, autonomous Agentic AI pipelines, and production-ready applications.

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Repositories & Projects

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Industry Certifications

Sarvesh T — AI/ML Engineer & Full-Stack Developer

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Model Predictive Accuracy

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Code Quality & Delivery

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Skills: Agentic AI, Machine Learning, LLM Systems, RAG Pipelines, Deep Learning, Full-Stack Architecture, Next.js, Python, FastAPI, React, TypeScript, Convex DB, Docker, Red Hat Linux, Snowflake, Oracle Cloud, Prompt Engineering

01 About

Algorithms are how I solve —
clean architecture is how I scaleit.

Oracle

Oracle Certified Agentic AI Foundations Associate

2+

Engineering internships & applied AI systems delivered

95%+

Predictive model accuracy delivered on health & ML apps

35+

Active GitHub repositories across AI, Data & Full-Stack

B.Tech in Artificial Intelligence & Data Science · Saveetha School of Engineering · 2022–2026 · Machine Learning · Multi-Agent Systems · Cloud & DevOps

Explore My Work ↓Download Resume (PDF)

02 My Journey

From foundational mathematics to autonomous Agentic AI — the engineering journey of building systems that think, act, and scale.

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2022

Foundations in AI & Data

Saveetha School of Engineering · Chennai, India

Began my B.Tech in Artificial Intelligence & Data Science in Chennai. Immersed myself in core computing foundations: data structures, object-oriented programming with Java and Python, linear algebra, calculus, and relational databases.

Mastering the mathematics and algorithmic fundamentals before training the first model.

2023

From Data to Predictive Models

Chennai, India

Deepened hands-on machine learning expertise: training regression, classification, and clustering models with Scikit-Learn, Pandas, and NumPy. Explored feature engineering, exploratory data analysis, and model validation techniques.

Algorithms alone are not enough — models need reliable APIs and intuitive interfaces to deliver value.

2024

Connecting AI to Full-Stack Applications

Chennai, India

Architected HealthHive: an end-to-end iOS application written in SwiftUI connected to a Flask API serving a 95% accuracy cardiovascular risk prediction regression model. Built responsive web interfaces with Next.js, React, and Node.js.

Moving from standalone scripts to production-ready applications deployed across mobile and web ecosystems.

2025

Enterprise Observability & Real-Time Collaboration

Vectra Technosoft → FujiSakura Technologies

Completed two engineering internships: built Grafana observability dashboards and administered enterprise Linux at Vectra, then built a real-time Slack-style team communication platform using Next.js, Convex DB, and Socket.io at FujiSakura. Achieved RHCSA and Snowflake certifications.

Rigorous industry practice, Linux systems reliability, and real-time backend architecture.

2026

The Agentic AI Frontier

Chennai, India

Architected NexusOrchestrate (multi-agent autonomous supervisor-worker platform with vector RAG memory and sandboxed tool execution) and Aetheria (luxury AI travel planner powered by Google Gemini). Earned the Oracle Certified Agentic AI Foundations Associate credential.

Building software that doesn't just run instructions, but reasons, plans, uses tools, and ships.

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My Journey

From foundational mathematics to autonomous Agentic AI — the engineering journey of building systems that think, act, and scale.

2022
Foundations in AI & Data
Saveetha School of Engineering · Chennai, India
Began my B.Tech in Artificial Intelligence & Data Science in Chennai. Immersed myself in core computing foundations: data structures, object-oriented programming with Java and Python, linear algebra, calculus, and relational databases.
Mastering the mathematics and algorithmic fundamentals before training the first model.
2023
From Data to Predictive Models
Chennai, India
Deepened hands-on machine learning expertise: training regression, classification, and clustering models with Scikit-Learn, Pandas, and NumPy. Explored feature engineering, exploratory data analysis, and model validation techniques.
Algorithms alone are not enough — models need reliable APIs and intuitive interfaces to deliver value.
2024
Connecting AI to Full-Stack Applications
Chennai, India
Architected HealthHive: an end-to-end iOS application written in SwiftUI connected to a Flask API serving a 95% accuracy cardiovascular risk prediction regression model. Built responsive web interfaces with Next.js, React, and Node.js.
Moving from standalone scripts to production-ready applications deployed across mobile and web ecosystems.
2025
Enterprise Observability & Real-Time Collaboration
Vectra Technosoft → FujiSakura Technologies
Completed two engineering internships: built Grafana observability dashboards and administered enterprise Linux at Vectra, then built a real-time Slack-style team communication platform using Next.js, Convex DB, and Socket.io at FujiSakura. Achieved RHCSA and Snowflake certifications.
Rigorous industry practice, Linux systems reliability, and real-time backend architecture.
2026
The Agentic AI Frontier
Chennai, India
Architected NexusOrchestrate (multi-agent autonomous supervisor-worker platform with vector RAG memory and sandboxed tool execution) and Aetheria (luxury AI travel planner powered by Google Gemini). Earned the Oracle Certified Agentic AI Foundations Associate credential.
Building software that doesn't just run instructions, but reasons, plans, uses tools, and ships.

03 Toolkit

My Tech Stack.

The programming languages, machine learning frameworks, full-stack technologies, and cloud infrastructure I use to build and ship production systems.

26 tools · 4 disciplines

Python
Gemini
Claude
ChatGPT
Agentic AI
RAG & Vectors
Scikit-Learn
Next.js
React
TypeScript
Node.js
Flask
Socket.io
SwiftUI
Tailwind
Snowflake
PostgreSQL
MySQL
Convex DB
Pandas
Grafana
Power BI
Red Hat Linux
Docker
Oracle OCI
GitHub

Oracle Agentic AI Certified Architecture

NexusOrchestrate — Multi-Agent AI Orchestration Platform

Full architecture, supervisor-worker orchestration engine, vector RAG memory layer, and real-time execution telemetry.

AGENTIC AI · MULTI-AGENT SYSTEMS · RAG & VECTOR DB · PYTHON · TELEMETRY

2026Open case study →

GitHub

Aetheria — AI Luxury Travel Concierge Platform

Full-stack Next.js application, Google Gemini prompt pipeline, interactive map integration, and universal calendar sync.

GENERATIVE AI · NEXT.JS · GOOGLE GEMINI · TAILWIND CSS · TYPESCRIPT

2026Open case study →

GitHub

HealthHive — Health Monitoring & Risk Prediction

Native iOS client in SwiftUI, PHP & MySQL user database architecture, Flask REST API, and ML regression risk prediction model.

IOS / SWIFTUI · MACHINE LEARNING · FLASK API · PHP / MYSQL · HEALTHTECH

2025Open case study →

GitHub

Mozhi — Interactive Language Learning Platform

Full-stack architecture, relational PostgreSQL database schema with Drizzle ORM, gamification state engine, interactive quiz components, and Clerk authentication.

NEXT.JS 14 · TYPESCRIPT · POSTGRESQL · DRIZZLE ORM · CLERK AUTH · TAILWIND CSS

2024Open case study →

GitHub

Vectra — Support Ticket Observability Dashboard

Dashboard architecture, telemetry queries, trend visualizations, and Red Hat Linux server administration.

GRAFANA · DATA ANALYTICS · RED HAT LINUX · DEVOPS · MONITORING

2025Open case study →

GitHub

Data Science & Machine Learning Suite

Model development, hyperparameter tuning, feature engineering, and reproducible Jupyter benchmarks.

MACHINE LEARNING · NLP · PANDAS · SCIKIT-LEARN · PYTHON

2024Open case study →

GitHub

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Aug – Oct 2025FujiSakura TechnologiesInternship

Software Engineer Intern

Chennai, India

What I worked on

Built and deployed an internal team communication and collaboration platform (Slack-style) and developed backend automation scripts.

Built and deployed an internal team communication and collaboration platform (Slack-style) using Next.js, Tailwind CSS, Convex DB, and Socket.io, enabling real-time messaging and improving workflow coordination across departments.
Developed Python-based backend modules and automation scripts that reduced manual operational work and improved overall team efficiency.
Collaborated with a cross-functional engineering team using Git/GitHub, actively participating in daily standups, debugging sessions, and code reviews to strengthen application stability and code quality.

Impact

Deployed real-time team platform & reduced operational overhead via Python automation

Tools & skills

Next.jsConvex DBSocket.ioPythonTailwind CSSGit/GitHubAgile

Jun – Jul 2025Vectra Technosoft Pvt. Ltd.Internship

Technical Support Engineer Intern

Chennai, India

What I worked on

Engineered analytics observability dashboards in Grafana and administered enterprise Red Hat Linux systems.

Built a Grafana-based analytics dashboard to monitor and visualize support ticket trends, improving visibility into system reliability and issue-resolution performance.
Completed hands-on training in Red Hat Linux system administration, covering command-line operations, system configuration, permissions, process monitoring, and troubleshooting.
Gained practical experience in server administration and technical support within enterprise Red Hat Linux environments.

Impact

Streamlined ticket trend analytics & earned hands-on enterprise Red Hat Linux administration expertise

Tools & skills

GrafanaLinux (RHCSA)System AdministrationBashAnalyticsTroubleshooting

2024 – PresentAI & Agentic Systems ResearchFreelance

AI/ML Developer & Researcher

Chennai, India

What I worked on

Designing autonomous multi-agent orchestration systems, predictive machine learning pipelines, and GenAI applications.

Architected NexusOrchestrate: a production-grade multi-agent platform with supervisor-worker delegation, long-term vector RAG memory, and real-time execution telemetry.
Built HealthHive: an iOS vitals tracking app with a Flask ML backend achieving 95% accuracy in cardiovascular risk prediction.
Developed Aetheria: an AI luxury travel planner powered by Google Gemini (gemini-2.5-flash) with dynamic itinerary generation and calendar synchronization.

Impact

Authored 35+ open-source repos & achieved Oracle Agentic AI and Snowflake certifications

Tools & skills

Agentic AILLM IntegrationRAG / Vector DBPythonFastAPI / FlaskNext.jsDocker

AI

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06 Credentials

Certifications

Official technical certifications validating expertise in Agentic AI, Cloud Data, and Enterprise Systems Administration.

2.1Certification✓ Verified

Oracle Certified

Oracle Certified Agentic AI Foundations Associate

Agentic AIOracle Certified

Issued by: Oracle
Year: 2026
Credential ID: 100770184AAI26OFA

Key Competencies

Autonomous Multi-Agent Architecture & Coordination
Agentic Planning, Tool Execution & Sandboxing
Prompt Engineering & Reasoning Frameworks (ReAct)
LLM Guardrails, Validation & HITL Oversight

2.2Certification✓ Verified

Snowflake Certified

SnowPro Associate: Platform – Snowflake

SnowProSnowflake Associate

Issued by: Snowflake
Year: 2025
Credential ID: S11946-20152095-S0L25

Key Competencies

Snowflake Cloud Data Architecture & Virtual Warehouses
Data Ingestion, Streams & Task Orchestration
Semi-Structured Data Processing (JSON, Parquet, Avro)
Security, Access Control (RBAC) & Performance Optimization

2.3Certification✓ Verified

Red Hat Certified

Red Hat Certified System Administrator (RHCSA)

RHCSARed Hat Certified

Issued by: Red Hat
Year: 2025
Credential ID: 250-109-675

Key Competencies

Enterprise Linux Administration & Shell Scripting
Storage, LVM, File Systems & Permissions Management
Security Configuration (SELinux, Firewalld, SSH)
Process Management, Systemd Services & Troubleshooting

06 Sarvesh01 / 03Certifications

07 The Archive

Moments behind the code

The projects, collaborations, and engineering journey behind the screen.

14 FramesScroll to travel the archive

SARVESH — Product Designer & UX Consultant

Intelligence that reasons.Systems that ship.