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Top AI Papers Unpacked #3: Fine-tuning LLM Agents without Fine-tuning LLMs
Can AI Learn on the Fly Like Humans? Meet Memento
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Samuel Theophilus
Text-to-Graph AI Agent for Analysis & Insights (LLM + Pandas + Plotly + Uber Data) – [Building GenAI Apps #9]
CSV Upload → Ask Question → LLM (Analyze & Profile Data) → Answer (Generate Chart)
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Samuel Theophilus
2
Top AI Papers Unpacked #2: A Survey of Context Engineering for Large Language Models
What if the secret to supercharging your AI isn’t the model itself, but how you feed it?
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Samuel Theophilus
Building GenAI Apps #8: Model Context Protocol (MCP) Explained – See It in Action
The REST API for AI — a universal way to connect models to powerful tools and data.
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Samuel Theophilus
Top AI Papers Unpacked #1: Small Language Models(SLM) are the Future of Agentic AI
Large language models (LLMs) such as GPT-4 demonstrate impressive versatility and conversational abilities, but are they appropriate for every task?
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Samuel Theophilus

July 2025

Building GenAI Apps #7: Comprehensive Guide to LLM Function and Tool Calling with the OpenAI API
All you need to know about LLM JSON parsing, function calling, and tools (MCP, web search & more).
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Samuel Theophilus
FastAPI Documentation Best Practices: Using Swagger, Redoc, and Scalar for Production-Ready APIs
How to write and automate API documentation for AI apps.
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Samuel Theophilus
Building GenAI Apps #6: Evaluating LLM Applications with DeepEval (Metrics, Methodologies, Best Practices)
LLM-as-a-Judge: A Guide to Effective LLM Evaluation with DeepEval
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Samuel Theophilus
Sales & Scale: 5 Proven Ways Real Companies are Using Generative AI to Drive Growth
Explore the power of AI in business: bridging the gap between potential and action.
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Samuel Theophilus
3

June 2025

Building GenAI Apps #5: Build a RAG Application with MongoDB Atlas Vector Search, LangChain, and OpenAI
Say you are planning a trip and ask an LLM chatbot, "How do I get from New York to London?" It cheerfully replies, "Hop on a giant turtle—it’s a scenic…
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Samuel Theophilus
Building GenAI Apps #4: Create Your First Real-Time AI Voice Agent with LiveKit, OpenAI, and ElevenLabs
It’s 2 AM, and a customer dials your support line with a pressing question about your product.
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Samuel Theophilus
4
Automating AI Deployment for Self-Hosted Projects with Coolify.io for Free (PART 1)
Take your AI projects to the next level with CI/CD pipelines and self-hosting tools like Coolify.
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Samuel Theophilus
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