← Back to Home

Learning Log

A collection of case studies, technical experiments, and product reflections. Bridging the gap between AI algorithms and user experience.

Stochastic Processes Python
Martingale Simulation

The Martingale Illusion: An Analysis of Tail Risk

A Monte Carlo simulation exploring why "foolproof" doubling strategies fail in constrained systems. Analyzing the divergence between theoretical probability and engineering reality.

Case Study Sept 2025
Product Pivot NLP / Keras

The Pivot: Nordic EdTech Agent

Navigating a client's impossible requirement (LMS Integration) by negotiating a strategic pivot to a standalone NLP web app using TensorFlow.

MVP Delivery Dec 2022
Upcoming

Transformer Architecture Visualization

Deconstructing the Attention Mechanism for non-technical stakeholders.

Coming Soon ---