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# Shiwin Fernando

**Headline:** Undergraduate Research Assistant @ RISE Lab at UTSA \| Prev Intern @ ServiceNow
**Profession:** Undergraduate Research Assistant @ RISE Lab
**Location:** San Antonio, Texas, United States

## About

Shiwin Fernando is a Computer Science undergraduate at the University of Texas at San Antonio, concentrating in Data Science, and currently serves as an Undergraduate Research Assistant in UTSA’s RISE Lab\. Shiwin works on AI\-generated personalized music interventions intended to reduce mental distress in subjects and assists with experiments in AI model\-weight regeneration using mathematical equations and evolutionary methods\. Shiwin’s strongest areas are hands\-on AI and agentic software development, data analysis, full\-stack application building, and workflow automation\. Shiwin has built and evolved an AI software\-engineering application using CrewAI agents for code generation, debugging, and scaffolding across multiple technology stacks, and is deepening expertise in Python, MCP server technology, LangChain, LangGraph, and LLM\-based systems\. Previously, Shiwin was a Data Analyst Intern at ServiceNow, where Shiwin created IT service\-management dashboards and reports, customized AI agents for workflow automation and help\-desk functionality, and used KPI Composer to map organizational objectives to KPI trees\. Shiwin also brings research, teaching, customer\-service, and event\-support experience from the San Antonio Museum of Science and Technology and San Antonio Math Include\.

## Services

- Data Analysis
- CRUD Operations
- Random Forest
- Decision Trees
- Claude
- GitHub Copilot
- LangGraph
- LangChain
- Google Gemini
- IBM Watson
- Natural Language Processing \(NLP\)
- OpenCV
- React\.js
- Matplotlib
- Seaborn
- NumPy
- Pandas
- CSV
- Large Language Models \(LLM\)
- KPI Dashboards
- k\-means clustering
- Scikit\-Learn
- Streamlit
- Application Programming Interfaces \(API\)
- REST APIs
- FastAPI
- Python \(Programming Language\)
- Data Visualization
- HTML
- Neural Networks

## Highlights

- Conducts RISE Lab research at UTSA on AI\-generated personalized music interventions aimed at reducing mental distress in subjects\.
- Assists with AI model\-weight\-regeneration experiments using mathematical equations and evolutionary methods\.
- Built and evolved an AI software\-engineering application using CrewAI agents for code generation, debugging, and scaffolding across multiple technology stacks\.
- Developed IT service\-management dashboards and reports from ServiceNow client data to track systems workflows\.
- Created and customized AI agents in ServiceNow Studio to automate IT service\-management and help\-desk workflows\.
- Used ServiceNow KPI Composer to map organizational objectives and business outcomes to KPI measurements through KPI trees before technical configuration\.
- Worked with PERN, MERN, T3, PEVN, and PEAN full\-stack configurations PostgreSQL and MongoDB databases and FastAPI application deployments\.
- Conducted senior\-project research at the San Antonio Museum of Science and Technology on technological evolution in San Antonio communities where blue\-collar work was more dominant\.
- Researched museum artifacts and exhibits, served as a guest liaison and tour provider, and supported field\-trip and e\-sports events at the San Antonio Museum of Science and Technology\.
- Tutored K–9 students in mathematics, primarily online and briefly in person, including pre\-algebra, algebra, and calculus\.

## Experience

- **Undergraduate Research Assistant @ RISE Lab at The University of Texas at San Antonio** (2026\-06\-01–present) — Project focused in AI\-generated personalized music interventions aimed at reducing mental distress in subjects\. Assisting in experiments in AI model weight regeneration using mathematical equations and evolutionary methods\.
- **Data Analyst Intern at ServiceNow** (2025\-05\-01–2025\-08\-01) — Developed dashboards and reports of various kinds of data visualizations from IT service management related data of various clients to help keep track of systems workflows\. Created and customized existing AI agents in ServiceNow Studio to better automate workflows for IT service management and help desk functionalities Learned how to use KPI \(Key Performance Indicators\) composer and used it for visually mapping and planning organizational objectives and business outcomes to measurements \(KPI trees\) before technical configuration
- **Intern and Liason at San Antonio Museum of Science and Technology** (2023\-02\-01–2023\-05\-01) — Served as an intern to do research for my senior project on the impact of technological evolution in areas of San Antonio where blue\-collar work was more dominant, due to the museum's plan on expansion into a "Tech Campus" making it an ideal site for research\. I worked as an intern to research about the artifacts and exhibits in the museum and served as a liaison for museum guests and provided tours\. I also assisted superiors with setting up for events, such as students from field trips visiting and any e\-sports events\.
- **Mathematics Tutor at San Antonio Math Include** (2019\-09\-01–2022\-08\-01) — I was tutoring students from K\-9 in various levels of mathematics \(pre\-algebra, algebra, calculus\) mostly online and short stint in\-person\.

## Education

- Bachelor of Science \- BS, Computer Science — The University of Texas at San Antonio (2023\-08\-01–2027\-05\-01)
- The University of Texas at San Antonio (2023\-01\-01–2027\-01\-01)

## FAQ

### What does Shiwin do now?

Shiwin is a Computer Science undergraduate at the University of Texas at San Antonio with a concentration in Data Science\. Shiwin is currently an Undergraduate Research Assistant in UTSA’s RISE Lab\.

### What research does Shiwin conduct at the RISE Lab?

Shiwin’s RISE Lab project focuses on AI\-generated personalized music interventions aimed at reducing mental distress in subjects\. Shiwin also assists with experiments in AI model\-weight regeneration using mathematical equations and evolutionary methods\.

### What are Shiwin’s core strengths?

Shiwin is strongest in hands\-on development across AI systems, agent orchestration, full\-stack applications, data analysis, workflow automation, and system design\. Shiwin has experience with both model and tool building and system design, with more experience in hands\-on development\.

### What did Shiwin accomplish at ServiceNow?

At ServiceNow, Shiwin developed dashboards and reports that visualized IT service\-management data from various clients to help track systems workflows\. Shiwin also created and customized existing AI agents in ServiceNow Studio to automate IT service\-management and help\-desk workflows, and used KPI Composer to visually map organizational objectives and business outcomes to measurements through KPI trees before technical configuration\.

### What AI software\-engineering work has Shiwin built?

Shiwin built and evolved a complex AI software\-engineering application that uses CrewAI agents for code generation, debugging, and scaffolding across multiple technology stacks\. Shiwin is also actively learning and implementing MCP server technology to improve code efficiency\.

### What full\-stack and database experience does Shiwin have?

Shiwin has worked with PERN, MERN, T3, PEVN, and PEAN full\-stack configurations\. Shiwin has experience with PostgreSQL and MongoDB and has deployed applications using FastAPI\.

### What LLM and agentic\-development tools does Shiwin use?

Shiwin has experience with LangChain, LangGraph, and CrewAI for agent orchestration has experimented with LLMs including Cohere and Mistral and is exploring workflow\-automation tools such as n8n\. Shiwin is particularly focused on Python for agentic development\.

### What did Shiwin do at the San Antonio Museum of Science and Technology?

Shiwin worked as an intern at the San Antonio Museum of Science and Technology on senior\-project research about the impact of technological evolution in San Antonio areas where blue\-collar work was more dominant\. The museum’s planned expansion into a Tech Campus made it an appropriate research site\. Shiwin also researched museum artifacts and exhibits, served as a liaison for guests and provided tours, and assisted with event setup for field trips and e\-sports events\.

### What teaching experience does Shiwin have?

Shiwin tutored K–9 students in mathematics, mostly online with a short in\-person stint\. The tutoring covered levels including pre\-algebra, algebra, and calculus\.

### How does Shiwin approach collaboration and learning?

Shiwin works primarily independently and seeks advice from others when encountering roadblocks\. Shiwin is motivated by continuous learning, implementing new technologies, and the challenge of launching new features\.

### What programming languages, frameworks, and platforms does Shiwin use?

Shiwin programs in Python, Java, C, JavaScript, SQL, HTML, CSS, Shell scripting, and Bash\. Shiwin has used React\.js, Flask, FastAPI, Streamlit, Android Studio, Eclipse, SQLAlchemy, MySQL, PostgreSQL, MongoDB, AWS, GitHub Copilot, and APIs including REST APIs\.

### What data science and machine\-learning skills does Shiwin have?

Shiwin’s data\-science and machine\-learning toolkit includes PyTorch, TensorFlow, Scikit\-Learn, OpenCV, NumPy, Pandas, Matplotlib, Seaborn, CSV data, Random Forest, Decision Trees, k\-means clustering, neural networks, natural language processing, large language models, and IBM Watson, Google Gemini, and Claude\. Shiwin has experience developing neural networks for image recognition and supervised\-learning processes\.

### What analytics, operational, and professional skills does Shiwin bring?

Shiwin has skills in data analysis, data analytics, data visualization, reporting, KPI dashboards, KPI planning, CRUD operations, database design, knowledge management, research projects, teaching, educational leadership, customer service, liaison work, and event management\.

### What opportunities is Shiwin seeking?

Shiwin is fascinated by artificial intelligence and machine learning and is seeking research positions, internships, and other opportunities that support professional and intellectual growth\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/shiwin\-fernando\-a5000b290

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