Ahmed Adawy (@ai-architecture)

AAAhmed Adawyadawy.hashnode.dev1d ago · 5 min read

Architecting High-Throughput LLM Pipelines: Resolving Memory Drift, GIL Contention, and Async Bottlenecks in Production

Transitioning a Generative AI pipeline or Large Language Model (LLM) service from an experimental Jupyter Notebook to a mission-critical, high-throughput production environment introduces performance

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AAAhmed Adawyadawy.hashnode.dev3d ago · 4 min read

Beyond the Hype: The Fundamental Math Behind Next-Token Prediction in LLMs

Generative AI often looks like magic from the outside. You feed a prompt into a Large Language Model, and it seamlessly generates structured code, translates complex texts, or engages in multi-turn r

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AAAhmed Adawyadawy.hashnode.devAug 23 · 2 min read

Why Your Async Python Code Is Still Blocking (And How to Fix Event Loop Starvation

asyncio in Python promises massive concurrency without the heavy overhead of OS threads. However, introducing a single blocking call can silently paralyze your entire application. If your asynchronou

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AAAhmed Adawyadawy.hashnode.devAug 9 · 4 min read

🧪 Python Testing with pytest: A Practical Guide to Writing Reliable Tests From simple assertions to building a maintainable automated testing workflow

Writing Python code is only half of the job. The other half is knowing that the code continues to work when the project changes. A function can work perfectly today and break tomorrow after a small re

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AAAhmed Adawyadawy.hashnode.devAug 8 · 1 min read

Building a Practical CI/CD Pipeline for Python Projects with GitHub Actions

Building a Reliable CI/CD Workflow for Python Projects A Python project can start with a simple command: pytest Then, as the project grows, things become more complicated. You need testing. You need c

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Ahmed Adawy

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Ahmed Adawy's blogs

Recently published

Architecting High-Throughput LLM Pipelines: Resolving Memory Drift, GIL Contention, and Async Bottlenecks in Production

Beyond the Hype: The Fundamental Math Behind Next-Token Prediction in LLMs

Why Your Async Python Code Is Still Blocking (And How to Fix Event Loop Starvation

🧪 Python Testing with pytest: A Practical Guide to Writing Reliable Tests From simple assertions to building a maintainable automated testing workflow

Building a Practical CI/CD Pipeline for Python Projects with GitHub Actions

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Ahmed Adawy

About

Available for

Ahmed Adawy's blogs

Recently published

Architecting High-Throughput LLM Pipelines: Resolving Memory Drift, GIL Contention, and Async Bottlenecks in Production

Beyond the Hype: The Fundamental Math Behind Next-Token Prediction in LLMs

Why Your Async Python Code Is Still Blocking (And How to Fix Event Loop Starvation

🧪 Python Testing with pytest: A Practical Guide to Writing Reliable Tests From simple assertions to building a maintainable automated testing workflow

Building a Practical CI/CD Pipeline for Python Projects with GitHub Actions