Hi, I'm
Enora
Student / Mathematics / AI
About
Hi, I'm Enora Hauduc - an incoming mathematics student at UCL with a keen interest in all things maths and AI!
I'm a mathematics student at UCL interested in the intersection of mathematics, AI and ethics: how the mathematics underpinning AI algorithms works, and how those algorithms can be applied to real-world problems responsibly.
I co-founded Beri-Labs, which builds retrieval-augmented tools that let school staff and students query their school's own documents in natural language, and my team placed 2nd out of 300 at the AI.WOMEN Hackathon in Hamburg with SafeWay, a routing app that finds the safest walk home rather than the fastest.
I also speak and write about AI in education. I co-authored a chapter in a published book on generative AI and bias as its only student contributor, spoke on panels at the Wellington Festival of Education and the Girls' School Association Conference, and placed 2nd out of 275+ students in the STEM Prize for my extended research project on computer vision for food security.
Beyond AI, I enjoy pushing myself out of my comfort zone, so I recently gave a TEDx talk on the philosophy of time perception, exploring how cognitive and physical models of time diverge, and what that reveals about the limits of human intuition.
I'm always keen to learn more from everyone and am actively seeking work experience and internships in mathematical and AI-related fields. Let's connect! Feel free to drop me an email at enorahauduc@gmail.com or view my projects below.
Projects
Hackathon
SafeWay: 2nd Place at the AI.WOMEN Hackathon
Placed 2nd overall out of 300 participants at the AI.WOMEN Hackathon in Hamburg, with an invitation to AI.SUMMIT 2026. Built SafeWay, a pedestrian routing app that finds the safest walk home rather than the fastest, personalised to each traveller's preferences.
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Startup
Beri-Labs
Co-founder of Beri-Labs, an ed-tech startup building RAG-powered tools that let students and staff query their school's own documents in natural language.
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Personal Coding Project
Stochastic Modelling with Markov Chains in Python: Weather and Text Prediction
Coded a first-order Markov chain text-generation model in Python to simulate sequential behaviour, estimating transition probabilities from observed data and generating predictions via weighted sampling. Adapted the model for weather-state prediction, conducting independent research in eigenvectors and transition matrices to identify long-term probabilities of each state.
Guided Project
Stock Market Sentiment Analysis
Classified sentiment from social-media text using BERT embeddings and logistic regression (TensorFlow/Keras/scikit-learn), achieving ~96% classification accuracy; choosing BERT over simpler embeddings to capture contextual sentiment nuance. Presented findings to 50+ attendees, translating model design decisions for a non-technical audience.
Essay
Mathematical Modelling Essay
Modelled the art gallery problem using computational geometry; used triangulation and 3-colouring to derive the ⌊n/3⌋ guard bound through proof by induction; produced original diagrams.
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Education
2026 — 2029
UCL
Mathematics (BSc)
2012 — 2026
Haberdashers' Girls' School
GCSEs, A-Levels
- A-Levels: 3A*s in Mathematics, Further Mathematics, and Computer Science
- GCSEs: 9s (A**) in all 10 subjects
- Awarded the Laura Chapman Cup for 'Unobtrusive Service to the School' in recognition of my contributions to the school community
- Awarded the Governor's Award for outstanding GCSE results
- Mathematical Olympiad for Girls (UKMT) - Distinction; Best in School
- Sixth Form Digital Lead, Prefect, Leader of Neurodiversity Society, AI-Steering Group, Maths Society Team, Maths Mentor
Publications
Publication
Extended Research Project
Placed 2nd in the STEM Prize out of 275+ students across both Haberdashers' schools; published as an Occasional Paper on how computer vision could improve food security, including comparison of model families (YOLO, F-CNNs)
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Publication
AI Bias in Education (Book Chapter)
Co-authored a practitioner-focused chapter in a published book on generative AI, bias, and assessment design; selected as the sole student contributor in a professional author group
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Speaking
Speaking
TEDx Talk: The Illusion of Time
Delivered a talk examining the philosophy of time perception, exploring how cognitive and physical models of time diverge and what that reveals about the limits of human intuition
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Speaking
Wellington Festival of Education — Panel
Following the publication of a practitioner-focused chapter on generative AI, bias, and policy in institutional settings, I was invited to speak on a panel at the Wellington Festival of Education, discussing the ethical implications of AI in education.
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Speaking
You Make Your Own Luck (co-delivered talk)
As part of the very first student-led Heads' Lecture Series at Haberdashers' Elstree Schools, Ravjoth Brar and I, shared our journey building Beri Labs, an AI education start-up creating real-world AI tools for schools.
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Speaking
Girls' School Association Conference — Panel
I was invited to speak on a panel at the Girls' School Association Conference, discussing the ethical implications of AI in education and how to ensure that students are supported in navigating this rapidly evolving landscape.
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Experience
2 Weeks - July 2026
AI Intern - GFO-X
Regulated Digital Assets Exchange and Clearing
Delivered a dashboard for tracking company-wide AI spend and token usage across 6 providers.
- Co-led the development of an internal dashboard, delivering real-time visibility into company-wide AI token usage and spending trends across 6 providers for 30+ users, informing strategic resource allocation
- Worked across the full stack: integrated multiple APIs and normalised data across endpoints into a unified pipeline, implemented a lightweight database backend, and built a Python-based frontend using Streamlit
- Automated data collection with scheduled cron jobs and applied UX research and data-visualisation best practice to the dashboard design
- Presented the final product and technical approach to the entire company, covering design decisions, safeguards and long-term maintainability
2 Weeks - August 2026
AI Intern - Bequant
Crypto Assets Investment and Payment Services
Delivered a dashboard consolidating client messages from multiple chats into a single interface.
- Independently designed and integrated an internal dashboard, consolidating client messages from multiple chats into a single interface, enhancing leadership's real-time visibility into open queries and identifying recurring pain points
- Streamlined data operations by engineering robust MCP integrations and architecting a relational Notion schema, automating data collection and normalisation to significantly enhance data quality and accessibility
- Developed self-correcting logic using derived formula fields to prevent tracked indicators drifting out of sync with underlying data
1 Week - October 2025
Work Experience - UP3
Dedicated ServiceNow Elite Partner specialising services for the ServiceNow platform
- Selected from the internship cohort based on performance to complete post-programme analysis of UP3’s website, producing a 5-page accessibility review with actionable recommendations
- Presented technical and ethical findings to a non-technical consulting audience; earned a ServiceNow Micro-Certification and AI/Agentic AI badges
1 Week - July 2024
Work Experience - Ocado Technology
Innovative technology solutions for the retail industry
- Designed a spatial optimisation algorithm for van zoning (greedy approach) using H3 indexing, graph-based logistics networks (NetworkX), and quantitative analysis (Pandas), applying computational geometry to a real-world last-mile logistics problem
1 Week - July 2024
Work Experience - Code for Life
Educational technology company focused on teaching programming skills to students
- Improved an educational coding game via bug triage and testing on GitHub; implemented Google Tag Manager and Analytics
- Analysed usage data in BigQuery and Looker to evaluate feature effectiveness, presenting design, data, and development insights
Blog
Coming soon.
Contact
Have a question or an idea worth discussing? Send me a message.
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