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Multi-Document Agent with LlamaIndex: The Ultimate Guide

Multi-Document Agent with LlamaIndex: The Ultimate Guide

NOV 11, 2025 / AI BUILDERS

Build a production-ready multi-document agent with LlamaIndex, turning PDFs into retrieval and summarization tools using semantic selection for accurate answers.

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How to Set an OpenAI Data Retention Policy for Prompts, Logs

How to Set an OpenAI Data Retention Policy for Prompts, Logs

NOV 11, 2025 / AI LEADERS

Achieve GDPR-ready GenAI retention: classify prompts, outputs, and logs, configure OpenAI/Azure settings, and automate lifecycle deletion with audits and reporting.

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RAG Application: 7 Retrieval Tricks to Boost Answer Accuracy

RAG Application: 7 Retrieval Tricks to Boost Answer Accuracy

NOV 09, 2025 / AI BUILDERS

Upgrade your RAG pipeline with proven chunking, MMR, metadata filters, and BM25/TF‑IDF choices to deliver sharper, trustworthy answers consistently.

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System Prompt vs User Prompt: How to Keep Models from Ignoring Your Rules

System Prompt vs User Prompt: How to Keep Models from Ignoring Your Rules

NOV 07, 2025 / AI BUILDERS

Learn how to design a clear instruction hierarchy to prevent rule overrides, policy leaks, and output drift in production-grade systems.

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How to Build a Knowledge Graph RAG Pipeline with Neo4j + Embeddings

How to Build a Knowledge Graph RAG Pipeline with Neo4j + Embeddings

NOV 07, 2025 / AI BUILDERS

Build your first Knowledge Graph RAG system step-by-step: model entities, embed meaning, and retrieve grounded, context-rich answers using Neo4j.

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AI Powered Tools for Software Development: How to Lead Adoption

AI Powered Tools for Software Development: How to Lead Adoption

NOV 06, 2025 / AI LEADERS

Lead teams adopting AI powered tools for software development using pilots, governance guardrails, and metrics proving productivity gains and impact.

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Fine-Tuning 101: Customizing Language Models from Human Preferences

Fine-Tuning 101: Customizing Language Models from Human Preferences

NOV 04, 2025 / AI BUILDERS

Transform general-purpose LLMs into specialized, instruction-following models that understand your tasks, reduce token waste, and perform with precision.

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How to Build an AI Talent Strategy: Roles, Upskilling, Triggers

How to Build an AI Talent Strategy: Roles, Upskilling, Triggers

NOV 03, 2025 / AI LEADERS

Learn how to build a complete AI talent strategy that defines the right roles, identifies skill gaps, designs upskilling programs, and knows exactly when to hire.

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How to Build Multi-Agent AI Systems with CrewAI and YAML

How to Build Multi-Agent AI Systems with CrewAI and YAML

NOV 03, 2025 / AI BUILDERS

Build production-ready multi-agent AI systems with CrewAI using reusable YAML-first patterns and explicit tools and tasks.

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How to Build an LLM Agent from Scratch with GPT-4 ReAct

How to Build an LLM Agent from Scratch with GPT-4 ReAct

NOV 01, 2025 / AI BUILDERS

Build a fully functional LLM agent in Python with the ReAct pattern, complete with reasoning, actions, and automation.

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Paco Awissi

HEY, I'M PACO

I'm a GenAI Engineering Lead who builds AI systems that solve real problems. I’m passionate about using GenAI to its fullest and helping others do the same - so they can build, deploy, and lead with confidence in the GenAI era.

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About The GenAI Revolution

GenAI is the greatest opportunity of our lifetime. This site is built for people who want to take action and get results. Whether you're a professional boosting productivity with AI tools, a developer building powerful systems, or a manager leading AI initiatives, you'll find clear, step-by-step guidance here. No hype. No scattered tips. Just practical systems, real-world examples, and the direction you need to unlock your productivity and career with GenAI.

Disclaimer: The views, thoughts, and opinions expressed in this blog are solely my own and do not reflect those of my employer, its affiliates, or any of its employees. This blog is written and maintained on a personal basis, entirely separate from my professional role. The content provided here is for informational purposes only and should not be construed as financial advice or an endorsement of any particular investment or investment strategy. This blog is my personal space where I share what I've learned as a way to structure and critique my thoughts—because, as the saying goes, the best way to learn something is to teach it.

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