My Blog

The Future of Generative AI in Audit Automation

March 09, 2025

In this post, I explore how generative AI, powered by tools like LangChain and LlamaIndex, is transforming audit processes. Drawing from my work at BDO UK, I discuss the impact of Retrieval-Augmented Generation (RAG) systems and fine-tuned LLMs on task automation, achieving a 9x acceleration in audit workflows.

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Scaling ML Pipelines: Lessons from ShopriteX

January 15, 2024

Scaling machine learning pipelines for a $20B+ retailer is no small feat. In this post, I share insights from my time at ShopriteX, where I led the development of an optimization engine using PyTorch and AWS. Learn how we boosted margins by 15% and the key MLOps practices that made it possible.

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Actuarial Meets AI: Optimizing Retirement with ML

June 20, 2019

At Glacier by Santam, I pioneered an ML model to optimize annuity allocations, enhancing retirement benefits for 10,000+ clients. This post dives into the intersection of actuarial science and machine learning, sharing how Python and MorningStar data drove a 25% increase in client satisfaction.

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