Welcome to the space of

Pranav Lokhande

Final-year Software Engineering & Data Science Student at University of Sydney

I build scalable applications.
I ship production AI systems.
I research AI & data science
I create meaningful experiences
View Resume
02
Origins
7
Pranav Lokhande

Pranav Lokhande

AI / ML Engineering Intern @ Humello · USYD

About Me

I'm a final-year Software Engineering and Data Science student at the University of Sydney with experience building full-stack applications, AI-powered tools, and cloud-based systems.

I'm currently an AI / ML Engineering Intern at Humello, building a RAG system with Qwen3 LLMs, BGE embeddings and pgvector, and deploying models with vLLM on NVIDIA GPUs. Before that I built an AI-driven geospatial platform at the NSW Decarbonisation Hub. I'm comfortable across the stack, from React and Next.js frontends to Java/Spring Boot and Node.js backends, REST APIs and cloud deployment on AWS.

My Honours research looks at non-LLM anomaly detection for multi-agent LLM systems, at the intersection of agentic AI and cybersecurity. Lately I've also been building my finance knowledge through CFI financial modelling coursework.

I spend free time reading about design systems, experimenting with datasets, and refining workflows to ship faster with fewer regressions. When I'm not coding, you'll find me at the beach or playing cricket with friends.

03
Academia
7
2023 — 2027 (Expected)

University of Sydney

Bachelor of Engineering (Honours) - Software, Data Science Specialisation

Software EngineeringData Science
Student Life
Ambassador
Peer
Mentor
Student
Representative
Research
Assistant
Exchange Programs
Nanyang Technological University
Jun — Jul 2024transcript

Nanyang Technological University

Singapore

Introduction to Data Science, AI & Cybersecurity

Yonsei University
Dec 2024 — Jan 2025transcript

Yonsei University

Seoul, South Korea

Introduction to Big Data Analysis

Singapore Management University
Jun — Jul 2025transcript

Singapore Management University

Singapore

Quantum Computing in Finance Services

04
Impact

Impact that spans research and product.

Jul 2026 – Present

AI / ML Engineering Intern

Humello

Developing an AI-powered RAG system for Australian Modern Awards using Python, Qwen3 LLMs, BGE embeddings, reranking, and PostgreSQL/pgvector for accurate award and classification retrieval

Built query-routing and AI automation workflows and deployed Qwen3-14B with vLLM on NVIDIA GPUs, integrating APIs, debugging retrieval pipelines, and securing model infrastructure and network access

PythonRAGQwen3vLLMpgvectorPostgreSQL
Aug 2026 – Present

Honours Thesis Researcher

CSIRO's Data61 & University of Sydney

Researching anomaly detection in multi-agent LLM systems, developing controlled Python environments to detect malicious agent behaviour from communication and interaction data

Developing and testing ML and graph-based detection methods against LLM-as-a-Judge and existing baselines using reproducible experiments and performance metrics

PythonMulti-Agent LLMsGraph MLAnomaly Detection
Dec 2025 – Jun 2026

Software Engineering Intern – P2X Internship

NSW Decarbonisation Hub

Engineered an AI-driven geospatial web application using React, Node.js, and PostgreSQL/PostGIS, integrating REST APIs and environmental datasets across 50k+ property listings

Developed LLM-powered natural-language search and optimised full-stack data workflows and interactive mapping for flood, bushfire, air-quality, and property data

ReactNode.jsPostgreSQL/PostGISREST APIsLLMs
Mar 2025 – Present

Research Assistant

View project

University of Sydney

Developed LLM-powered educational tools leveraging OpenAI to automate course-related queries, providing intelligent responses to student questions and streamlining administrative workflows for teaching staff

Engineered data pipelines for preprocessing, orchestration, and real-time monitoring

Developed Streamlit web application automating LCMS Instruments data generation with Python

PythonLLMsStreamlitData PipelinesWeb Development
Nov 2024 – Feb 2025

Summer Researcher

Charles Perkins Centre

Optimized Python-based data processing pipelines for large-scale analysis

Built Python visualization libraries and automation scripts

Integrated Python tooling into research workflows for efficiency

PythonData ProcessingVisualizationAutomation
05
Builds

Projects with narrative and scale.

CesiumJS · Node.js · PostgreSQL · AWS

LoopyPool

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CesiumJS · Node.js · PostgreSQL · AWS

LoopyPool

Australia-wide 3D geospatial property intelligence platform built on Google Photorealistic 3D Tiles, with a Node.js API over a 2M+ record PostgreSQL database for viewport-based spatial queries and natural-language property search. Deployed on AWS (EC2, S3, CloudFront).

Node.js · Express · OpenAI API · Python

Cypher · Agentic VC Analyst

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Node.js · Express · OpenAI API · Python

Cypher · Agentic VC Analyst

Top 10 hackathon finalist. A 34-agent platform that automates investment workflows from pitch-deck ingestion to valuation and IC recommendation, with founder analysis, market sizing, DCF/VC modelling and bull/bear debates.

FastAPI · React 19 · TypeScript · LightGBM

Arceus · YouTube Virality

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FastAPI · React 19 · TypeScript · LightGBM

Arceus · YouTube Virality

Full-stack prediction platform trained on 151K+ trending YouTube videos across 11 markets, combining TF-IDF, SVD-200 embeddings and market-aware features to predict cohort percentile rankings.

TensorFlow · PyTorch · scikit-learn · LightGBM

Predicting Building Energy Consumption

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TensorFlow · PyTorch · scikit-learn · LightGBM

Predicting Building Energy Consumption

Benchmarked CNN, BiLSTM, ConvLSTM and LightGBM for 24-hour-ahead load forecasting across 20 commercial buildings from Building Data Genome 2, with LightGBM outperforming deep learning in 80% of buildings.

Django · React · Next.js · Supabase

MediaTracker (Medley)

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Django · React · Next.js · Supabase

MediaTracker (Medley)

A comprehensive full-stack media tracking application for discovering, organizing, and tracking books, movies, TV shows, anime, and manga with advanced search, custom lists, and social features.

Spring Boot · Next.js · TypeScript · Supabase

Group Allocation Management System

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Spring Boot · Next.js · TypeScript · Supabase

Group Allocation Management System

A full-stack web application for managing student project groups, task allocation, and collaboration in university environments with role-based access, real-time progress tracking, and workload balancing.

Python · pandas · Folium

Trains, Trends & Turbulence

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Python · pandas · Folium

Trains, Trends & Turbulence

Analyzed Sydney ridership vs. disruptions with geospatial storytelling, statistical overlays, and decision-ready dashboards.

Python · pandas · scikit-learn · R

Supply Chain Intelligence

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Python · pandas · scikit-learn · R

Supply Chain Intelligence

A comprehensive data science project analyzing supply chain logistics data to infer transport modes and understand their relationship with risk metrics using unsupervised learning and predictive modeling.

06
Signals

Signals from mentors and juries.

2024

Charles Perkins Centre Summer Research Scholarship

University of Sydney

Selected among 19 students to drive metabolomics research with automation-first data tooling and rapid iteration.

2025

Winter Data Analysis Challenge · Honourable Mention

Sydney Precision Data Science Centre × Westpac

Analysed Sydney rail ridership from 2020–2025, combining transport, weather and event datasets with spatial and statistical methods.

Hackathon

Cypher · Top 10 Finalist

OpenAI × January Capital × Lyra × Relevance AI Hackathon

Built an agentic VC analyst platform with multiple AI agents for market, competition, founder and valuation analysis.

Certified

Certifications

AWS · ISC2 · Microsoft

AWS Certified Cloud Practitioner · AWS Certified AI Practitioner · ISC2 Certified in Cybersecurity (CC) · Microsoft AZ-900 Azure Fundamentals

07
Connect

Let’s build the next niche system.

Drop me a pulse for collaborations, residencies, or research pairings. Dark mode comes first, but I obsess equally about how the light version behaves.

LinkedIn

Availability

• Accepting freelance and part-time systems collabs.

• Happy to jam on AI strategy or lightning-fast prototypes.

• Based in Sydney, working async across timezones.