Adi

Evaluated AI-generated code across varied engineering domains, assessing correctness, maintainability, edge cases, and security considerations; produced structured technical feedback and improved implementations for frontier AI model training.

Prompt Engineer & AI Evaluation Contributor, Freelance - Outlier

(2024-11)

• Evaluated AI-generated code across varied engineering domains, assessing correctness, maintainability, edge cases, and security considerations; produced structured technical feedback and improved implementations for frontier AI model training.

AI Math Trainer, Freelance - Data Annotation

(2024)

• Passed a rigorous mathematics assessment to qualify as a contributor; authored original multi-difficulty mathematical problems to train AI reasoning, improving model response accuracy on quantitative tasks by an estimated 15–20% within assigned problem sets, with measurable reductions in logical errors and edge-case failures identified through structured quality review cycles.

A-Level Mathematics & Physics Tutor and Educational Consultant - A-Level Mathematics & Physics Tutor and Educational Consultant - Manchester, UK

(2023)

• Scaled solo tutoring practice into a structured 12-student weekly roster, managing end-to-end scheduling and performance tracking.
• Engineered custom assessment frameworks and utilised Excel data dashboards to target learning gaps, achieving high success rates in elevating student performance from C/D baselines to A/A* outcomes.

Quantitative Research Simulation (Forage) - JP Morgan Chase & Co.

(2026-06 - 2026-06)

• Built automated Python pricing models for natural gas contracts using trigonometric regression and developed logistic regression and MLE pipelines to predict borrower default probabilities, bucket FICO scores, and quantify expected portfolio loss.

Engineering Simulation (Forage) - British Airways

(2026-06 - 2026-06)

• Conducted structured defect analysis and applied predictive maintenance modelling to optimise system reliability, demonstrating data-driven problem solving and analytical rigour.

VIP Hospitality Assistant - Manchester United FC

(2023 - 2024)

BEng (Hons) - Mechanical Engineering — First Class (Predicted); Integrated Coursework: Thermodynamics, CAD, Advanced Control Systems, Computational Fluid Dynamics, Finite Ele - Manchester Metropolitan University (2024 - 2027-06)