function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.13e956da97d

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.18ffd346edbc8

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.8df6760448d76

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.c2b780f4c76cf

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.ef00e6d65383c

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.dac522e5eef02

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.a86086a4e8e5

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.ea3e1e713b00c

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.d048c7b14b8de

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.8a11b1c6230db

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.918da5c170393

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.368759b3907b9

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.7f6ddf8dc6aba

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.301d2ea3a4e86

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.94bd19551d55d

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.6b5214d0fc456

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.01e997ad4f4ab

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.336e3accb73c4

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.7dd5cbe9eb121

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.53e93ee565c4f

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.47af689c5a27c

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.b35565a990605

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.9a3bd07af6938

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.fab912f00d721

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.feb7c9fcb2344

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.c5daa3fad36ef

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.d51ea61d556f5

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.83fbb41df9695

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.c342fd0b4c57e

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.a98462f31e525

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.be7dced9f64d

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.7eb3d378bffda

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.58ce5ed5c26eb

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.9c899b297685d

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.f69b2e5416a3

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.4420aef281db1

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.81204b8f25137

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.88fa9acd2f966

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.783ed72118747

function executeVectorSearch(query, k=5) { const embedding = generateEmbedding(query); return chromaDB.query(embedding, top_k=k); } // 0.c5ae72ce02a49

Computer Science Engineering Graduate

Building software that works beautifully.

I build and test modern software with a focus on clean interfaces, reliable systems, automation, and intelligent applications.

Selected Work Let's talk

About Me

Engineering at the intersection of development, quality, and AI.

I'm a recent Computer Science Engineering graduate with hands-on experience across software testing, web development, automation, and AI applications.

My experience has given me exposure to both sides of the product lifecycle. I build interfaces and applications using technologies like React, Next.js, TypeScript, and Python, while also working extensively with software testing, defect analysis, automation, and quality engineering.

I'm particularly interested in AI-powered software and developer tooling. I've worked with local LLMs, embeddings, vector databases, RAG pipelines, retrieval evaluation, and AI-assisted workflows.

I care about more than simply making software work. I like understanding why something fails, improving the underlying system, and creating experiences that feel simple and intentional to the person using them.

GitHubLinkedIn

Expertise

What I build, test, and explore.

I work across software development, quality engineering, automation, and AI, with a focus on building reliable products and continuously improving how software is built.

01 — BUILD

Software & Web Development

I build modern web applications and full-stack products with a focus on clean interfaces, maintainable architecture, and responsive user experiences.

React · Next.js · TypeScript · JavaScript · Node.js · Python

02 — TEST

Quality Engineering

I approach software from the perspective of both a builder and a tester, focusing on reliability, edge cases, and real-world user behavior.

Manual Testing · Exploratory Testing · Regression · API Testing · Defect Analysis

03 — AUTOMATE

Automation & Engineering

I use automation to eliminate repetitive work, improve testing workflows, and make development processes more efficient.

Selenium · Cypress · Playwright · CI/CD · Browser Automation

04 — EXPLORE

AI & Intelligent Systems

I'm exploring how AI can become part of useful software rather than simply another chatbot interface.

RAG · LLMs · Embeddings · Vector Search · Ollama · ChromaDB · AI Applications

const build = (idea) => {
  const ui = render(idea);
  return optimize(ui);
}

build("beautiful_software");

BUILD

Experience

The path so far.

From software testing and automation to AI/ML engineering, each role has shaped how I build, test, and think about software.

2024

Wyreflow Technologies

Software Tester Intern

Software testing, bug identification, test execution, and QA workflows.

2025

Rablo.in

Software QA Intern

Software quality assurance, testing workflows, defect identification, and product validation.

2025 — 2026

Nurona

Software QA Intern

Manual testing · Exploratory testing · Regression testing · Defect reporting · Selenium · Cypress · Test automation · CI/debugging · AI product testing

Current Role27 JUL 2026 — PRESENT

Aashaya Design Solution

Graduate Engineer TraineeAIML Stream

Working as a Graduate Engineer Trainee in the AI/ML stream, gaining practical experience in AI/ML engineering and modern software development.

Projects

Selected work

Image Pending

Evaluating the quality of AI retrieval systems

RAG Retrieval Evaluation

An experimental RAG evaluation system designed to measure how effectively a retrieval pipeline finds relevant information from documents. The system processes documents, creates semantic chunks, generates embeddings, stores them in a vector database, and retrieves relevant passages. I explored evaluation using ground-truth datasets and metrics like Precision@K, Recall@K, and F1@K.

PythonLangChainOllamaChromaDBEmbeddingsVector Search

Source

Instant video meetings without the friction

HolaMeeto

A lightweight video meeting platform that lets users generate and share meeting links instantly without requiring traditional account creation. Built around Jitsi Meet, the application focuses on simplicity, privacy, and a fast path from opening the website to joining a call.

ReactNext.jsTypeScriptTailwind CSSJitsi Meet

Live Demo Source

Turn daily tasks into a game

QuestWheel

A gamified productivity application where users add tasks, spin a roulette wheel to select what to work on, and earn XP by completing tasks. The project combines productivity mechanics with game-inspired interactions to make routine task management more engaging.

ReactNext.jsTypeScriptTailwind CSS

Live Demo Source

Real-time multiplayer number dueling

4Sure

A multiplayer 4-digit number guessing game where players can challenge an AI or compete against other players in real time. The project explores real-time communication, multiplayer state management, persistent sessions, and interactive game logic.

Next.jsReactTypeScriptMongoDBSocket.IOTailwind CSS

Live Demo Source

Skills

Technologies I work with

Development

Python
Java
C++
JavaScript
TypeScript
React
Next.js
Node.js
Flask
MongoDB

Quality Engineering

Manual Testing
Exploratory Testing
Regression Testing
Selenium
Cypress
Playwright
API Testing
Test Automation
Bug Tracking

AI & Data

RAG
LLMs
Ollama
Embeddings
ChromaDB
Vector Search
Semantic Search
Retrieval Evaluation

Tools & Design

Git
GitHub
Docker
AWS
Linux
Jira
Figma
Tailwind CSS

Contact

Have something worth building?

I'm open to interesting projects, engineering opportunities, collaborations, and conversations around software, AI, testing, and product development.

github.com/roneel47 linkedin.com/in/roneel-v

View Resume