Medium

Joe El Khoury

Joe El Khoury

·

Jul 22

Why AI Agents Forget — And Why That’s an Engineering Problem

Memory is not a model capability. It’s an infrastructure responsibility. And the teams that figure this out late don’t just fall behind —…

Why AI Agents Forget — And Why That’s an Engineering Problem

Joe El Khoury

·

Mar 22

Why LLMs Hallucinate Rather Than Say “I Don’t Know”

What information theory reveals about the fundamental limits of language models,and why retrieval-augmented architectures are not a…

Why LLMs Hallucinate Rather Than Say “I Don’t Know”

Joe El Khoury

·

Mar 8

How AI Agents and Ontologies Are Reshaping Banking

In 2025, Bank of America’s virtual assistant Erica quietly crossed 3 billion customer interactions — handling the equivalent workload of…

How AI Agents and Ontologies Are Reshaping Banking

In

GoPenAI

by

Joe El Khoury

·

Aug 6, 2025

The Missing Mug That Could Save AI: How World Models and RL Learn to Recognize Their Own…

A mathematical approach that helps machines recognize when to ask for help

The Missing Mug That Could Save AI: How World Models and RL Learn to Recognize Their Own…

Joe El Khoury

·

Jul 12, 2025

Dynamic Chunking (H-Net) : A NewApproach to Tokenizer-Free AI Text Processing

This article is written for AI researchers, Data scientists, machine learning engineers, NLP practitioners, and technology enthusiasts…

Dynamic Chunking (H-Net) : A NewApproach to Tokenizer-Free AI Text Processing

Joe El Khoury

·

Jun 15, 2025

The Autonomy Paradox: Why Increasingly Capable AI Systems Require Stronger Human-Centered…

This article explores a critical challenge in AI development: as artificial intelligence gains more independence, it creates proportionally…

The Autonomy Paradox: Why Increasingly Capable AI Systems Require Stronger Human-Centered…

Joe El Khoury

·

May 27, 2025

Microsoft’s NLWeb: The Future of Conversational Websites?

How a new open-source project could transform the web from static pages to intelligent conversations

Microsoft’s NLWeb: The Future of Conversational Websites?

Joe El Khoury

·

Apr 3, 2025

Why General-Purpose LLMs Won’t Modernize Your Codebase — And What Will

As organizations race to modernize legacy codebases, many are turning to Large Language Models (LLMs) as a potential silver bullet — only…

Why General-Purpose LLMs Won’t Modernize Your Codebase — And What Will

Joe El Khoury

·

Mar 7, 2025

Masked Diffusion Models for Language- Based on LLaDA Paper

Introduction

Masked Diffusion Models for Language- Based on LLaDA Paper

Joe El Khoury

·

Feb 7, 2025

Advancing AI Reasoning: A Comprehensive Report

Advancing AI Reasoning: A Comprehensive Report

Joe El Khoury

Joe El Khoury

AI engineer & data scientist. I build production systems used by millions. For more you can find me on https://www.linkedin.com/in/joe-e-03869096

Help

Status

About

Careers

Press

Blog

Store

Privacy

Rules

Terms

Text to speech