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How to Build a Multi-Agent Chatbot with CrewAI

How to Build a Multi-Agent Chatbot with CrewAI

NOV 22, 2025 / AI BUILDERS

Build a production-ready multi-agent chatbot with analyst and reviewer agents, ChromaDB RAG, CrewAI, and Gradio, delivering clearer, verified answers consistently.

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GPT-4o transcription: How to Preserve Word Document Layouts

GPT-4o transcription: How to Preserve Word Document Layouts

NOV 21, 2025 / AI BUILDERS

Preserve Word layouts, tables, and media with Python GPT-4o hybrid workflow; combine text extraction and page images for accurate transcription.

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Create Your Own Locally Hosted DeepSeek-R1 Powered Chatbot

Create Your Own Locally Hosted DeepSeek-R1 Powered Chatbot

NOV 20, 2025 / AI BUILDERS

Build a private DeepSeek-R1 chatbot with Ollama, MongoDB, and chat U. No external APIs. Deployment steps for local setups or AWS.

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How to Build a Knowledge Graph Chatbot with Neo4j and Chainlit

How to Build a Knowledge Graph Chatbot with Neo4j and Chainlit

NOV 20, 2025 / AI BUILDERS

Ship a Python knowledge graph chatbot using Neo4j, Chainlit, and GPT-4o: Auto-generate Cypher, visualize results, and answer complex data questions accurately.

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Unlock The Power Of LLMs: What You Need To Know To Get Started

Unlock The Power Of LLMs: What You Need To Know To Get Started

NOV 20, 2025 / AI LEADERS

Understand LLMs fast so you can take your first step into practical AI, learning what they are, how they're built, where to find them, and how to use them effectively.

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Understanding Reasoning Models: AI Systems Designed to Think

Understanding Reasoning Models: AI Systems Designed to Think

NOV 20, 2025 / AI BUILDERS

Understand what sets reasoning models apart and how they enable AI to analyze, plan, and solve tasks more reliably.

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Now is the Time to Reflect on Your Career Trajectory

Now is the Time to Reflect on Your Career Trajectory

NOV 20, 2025 / AI BUILDERS

Get a clear, data-backed career trajectory map for GenAI. Understand shifting roles, choose your path, and plan concrete next steps.

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Transformers: Demystifying the Magic Behind Large Language Models

Transformers: Demystifying the Magic Behind Large Language Models

NOV 19, 2025 / AI BUILDERS

Gain a practical understanding of the Transformer architecture that gives Large Language Models their extraordinary abilities.

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The GenAI Revolution: What It Means for Your Career and Business

The GenAI Revolution: What It Means for Your Career and Business

NOV 19, 2025 / AI LEADERS

A clear, no nonsense look at how GenAI will reshape your job and your business and what it really means for your future.

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The Magic of In-Context Learning: Teach Your LLM on the Fly

The Magic of In-Context Learning: Teach Your LLM on the Fly

NOV 18, 2025 / AI BUILDERS

Learn how in-context learning works under the hood, when it helps, when it breaks, and how to structure prompts so models actually use the examples you provide.

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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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