Apr 13 · 11 min read · Welcome to Module B4 — Tools and Agents. The module people want to start with and should probably read last. We've spent three modules on the foundations: calling the function, writing the prompts, and retrieving the context. Now we let the model do ...
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Apr 7 · 13 min read · How Retell AI Developers Integrate with Voice AI Tools: A Practical Guide TL;DR Most voice agent integrations fail because developers treat Retell, VAPI, and Twilio as interchangeable. They're not. Retell handles LLM orchestration and function callin...
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Apr 1 · 14 min read · By Ezerioha Ifeanyi Emmanuel | DataraFlow Intern After seven months of learning data science, machine learning, and AI engineering at DataraFlow, my final internship task was the most ambitious yet:
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Mar 14 · 8 min read · It started with a tweet. Google Devs posted a demo of FunctionGemma running a game, and I watched this tiny model parse natural language into structured function calls in real time. My immediate thoug
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Aug 17, 2025 · 3 min read · Meet an AI shopping assistant that sees, thinks, and acts in real time—finding the right product, checking local stock, applying the best price, and explaining why, often in under a heartbeat. Hero stats: <200 ms cached replies 10k+ concurrent use...
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Aug 8, 2025 · 10 min read · In the era of MCP servers, tool support (or function calling) by models (LLMs) has become essential. We read a lot about small local models (SLMs) and their inability to correctly detect "function calling" in prompts. And if that's indeed the case, i...
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Aug 3, 2025 · 13 min read · In a previous article (Creating AI Agents with Agentic Compose, Bash, Curl, Jq, and Gum), we saw how to use Docker Model Runner with Bash, Jq, Curl, and Gum using a small Bash library I named Osprey. In this article, we'll see how to use Osprey for "...
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May 30, 2025 · 4 min read · Artificial intelligence is evolving faster than ever, with tools like ChatGPT, Google Gemini, and Claude making waves. There’s a lot of buzz around function calling and Agentic AI, but what do these terms mean? How are they different? And more import...
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May 30, 2025 · 5 min read · In our earlier post here, we understood the basic difference. Function Calling is like handing a tool to the AI. Agentic AI is like assigning a goal to AI (an intelligent assistant). But when you are designing a system or designing a product, is ...
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May 18, 2025 · 15 min read · In the previous article, we saw how to do "function calling" using Docker Model Runner and the Docker MCP Toolkit: "Boosting Docker Model Runner with Docker MCP Toolkit". The user message used to build the prompt was extremely simple: Search informat...
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