Paul Fruitful

@solutiondev

I inspire, coach and provide solutions.

Aba, NigeriaJoined April 2022

About

Skilled and results-oriented Software Developer with more than 5 years of experience working in a variety of environments with a breadth of programs and technologies. I am open and enthusiastic about ideas, solutions and problems. I am proficient with PHP, JavaScript and Python and I am well vast in a lot of programming and computing paradigms.

Available for

I am available for Open-source projects, Speaking at Tech related conferences, Freelance Projects, Backend Positions(PHP), and Tutoring.

Paul Fruitful's blogs

Solution Developerblog.paulfruiful.com20 posts

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Recently published

PFPaul Fruitfulblog.paulfruiful.comMay 21, 2025 · 10 min read

Building an MCP Client 101: Let’s Build One for a Gemini Chat Agent

🚀Day 52 of #100daysofAIEngineering After a 20-day break (thanks to work and some unforeseen chaos 😅), we’re officially back and stronger than ever! This time, with a new twist: we’re diving into building in the world of agents and agentic protocols...

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PFPaul Fruitfulblog.paulfruiful.comMay 2, 2025 · 4 min read

Security: The Achilles’ Heel of AI Systems

Not a lot of people are talking about it, the security of a large percentage of agentic systems is weak. The truth is that, at this point, only a few people care about the security of AI systems and workflows. The tricky part is that to compromise th...

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PFPaul Fruitfulblog.paulfruiful.comApr 30, 2025 · 5 min read

How AI Models Think Like Teams: Inside the Mixture of Experts Architecture

You have probably seen or heard the term Mixture of Experts (MoE for short) thrown around in the Artificial Intelligence world. Its name tells a lot about what it is but, it goes way deeper. Today is our 51st day on this 100-day challenge, every day ...

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PFPaul Fruitfulblog.paulfruiful.comApr 24, 2025 · 6 min read

Building A Simple MCP Server For Operating Systems With Python

The Model Context Protocol (MCP) is one of the most exciting concepts in AI engineering right now. It has made it virtually effortless to integrate LLMs into any system or application and it showcases just how powerful standardization can be. In toda...

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PFPaul Fruitfulblog.paulfruiful.comMar 19, 2025 · 7 min read

Implementing A CAG Pipeline With Python

Yesterday, we looked at the introduction to Cache-Augmented Generation (CAG), and today, we’ll be implementing it in our PDF RAG pipeline. Instead of making retrieval calls to an external vector database every time, the model will query its cache for...

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Paul Fruitful

About

Available for

Paul Fruitful's blogs

Recently published

Building an MCP Client 101: Let’s Build One for a Gemini Chat Agent

Security: The Achilles’ Heel of AI Systems

How AI Models Think Like Teams: Inside the Mixture of Experts Architecture

Building A Simple MCP Server For Operating Systems With Python

Implementing A CAG Pipeline With Python

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Paul Fruitful

About

Available for

Paul Fruitful's blogs

Recently published

Building an MCP Client 101: Let’s Build One for a Gemini Chat Agent

Security: The Achilles’ Heel of AI Systems

How AI Models Think Like Teams: Inside the Mixture of Experts Architecture

Building A Simple MCP Server For Operating Systems With Python

Implementing A CAG Pipeline With Python