Building AI Agents with LLMs and Custom ML Models: The Blueprint for Enterprise-Ready Autonomy

Introduction: The Rise of Hybrid AI Agents AI agents are rapidly emerging as the next abstraction layer for enterprise artificial intelligence. Rather than interacting with models directly, organizations are beginning to deploy systems that can perceive inputs, reason over context, and take action with limited human intervention. Large language models have accelerated this shift dramatically,... Continue Reading →

January 21, 2026 0

The Transformer Architecture: Foundations, Engineering Trade-Offs, and Real-World Deployment at Scale

I know that many resources explain this architecture, including the pivotal paper Attention Is All You Need. I wanted to write this to cement the concepts in my mind. This architecture is what is driving the current AI revolution, so it is essential to have a good grasp of the ideas. Since its introduction in... Continue Reading →

January 16, 2026 0

The Classification Task: From Data to Decisions

In the first article, I focused on how a data science repository is structured and why that structure supports MLOps practices like repeatability, traceability, and safe iteration. In this follow-on post, I want to zoom in on the machine learning problem itself: the classification task implemented in the repository. The goal here is not to... Continue Reading →

January 12, 2026 0

AI Governance and AI Observability in the Microsoft Stack: Building AI You Can Trust

Artificial intelligence has entered a phase where models are no longer the center of gravity, behaviors are. We’re deploying systems that reason, retrieve, act, and adapt in real time. They generate content, make decisions, and increasingly operate as semi‑autonomous agents woven into everyday business processes. This shift has opened extraordinary opportunities, but it has also... Continue Reading →

January 9, 2026 0

Becoming a Frontier Firm: How to Scale AI with Trust and Speed

A new year, a new article. A quiet shift is happening in the business world, and it’s reshaping what it means to be a modern leader. While many companies are still experimenting with AI in pockets of the organization, a new class of businesses has already moved far ahead. These are the frontier firms, organizations... Continue Reading →

January 5, 2026 0

The Four Types of Machine Learning: A Friendly Guide for Aspiring Data Scientists

Choosing the right path for your data can unlock incredible insights. Let’s demystify the main ways machines learn, so you can pick the best approach for your data science journeys. As I finish up my Master’s in Data Science from Boston University, I want to reflect on what I learn. This is the first post,... Continue Reading →

December 19, 2025 0

Microsoft Foundry: Igniting the Agentic AI Era for Enterprises

When Microsoft took the stage at Ignite 2025 conference, it wasn’t just unveiling another enterprise tech upgrade, it was heralding a seismic shift in the landscape of business AI. With the provocative declaration of 2026 as the “Year of the Agent,” Microsoft placed its newly rebranded Microsoft Foundry platform at the heart of this transformative... Continue Reading →

December 17, 2025 0

In the world of large language models (LLMs), few topics generate more intrigue—and complexity—than memory. While we've seen astonishing leaps in capabilities from GPT-3 to GPT-4o and beyond, one crucial bottleneck remains: long-term memory. Today’s LLMs are incredibly good at reasoning over the contents of their prompt. But what happens when that prompt disappears? How... Continue Reading →

August 3, 2025 1

Embracing AI: Transforming Financial Services

The financial services industry is at the forefront of a technological revolution. Artificial Intelligence (AI) is more than just a buzzword; it offers unparalleled opportunities for financial institutions to innovate, streamline operations, and improve customer experiences. This blog post will discuss three compelling use cases for AI in financial services organizations. Before you start incorporating... Continue Reading →

March 6, 2024 0

An AI Story – Prompt Engineering Edition

In this blog, I wanted to experiment with Copilot. I gave it a prompt to write a story about an adventurer who got their bank account hacked. The main character of the story is a LLM Chatbot. I was curious if Copilot could create a realistic scenario. I think financial institutions could use LLM Chatbots... Continue Reading →

March 1, 2024 0