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SwirlAI Newsletter

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Building AI Agents from scratch - Part 1: Tool use
Let's implement AI Agent from scratch without using any framework. Today we implement the tool use capability.
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Aurimas Griciūnas
19
MCP vs. A2A: Friends or Foes?
Could MCP fade into irrelevance in long term?
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Aurimas Griciūnas
5
Breaking into AI Engineering in 2025.
A roadmap that will help you up-skill or re-skill into an AI Engineer role.
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Aurimas Griciūnas
19
Building Deep Research Agent from scratch
Let's build a Deep Research Agent to help you in your day to day work powered by DeepSeek R1 from scratch.
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Aurimas Griciūnas
6
The evolution of Modern RAG Architectures.
Learn how to choose the best RAG architecture for your business case.
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Aurimas Griciūnas
Everything you need to know about MCP.
And why it is important for how we shape and build Agentic Systems.
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Aurimas Griciūnas
6
What is AI Engineering?
And what you need to break into the role.
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Aurimas Griciūnas
Evaluation Driven Development for Agentic Systems.
My step-by-step approach for building and evolving Agentic Systems that work.
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Aurimas Griciūnas
2
Building AI Agents from scratch - Part 2: Reflection and Working Memory
Let's implement AI Agent from scratch without using any framework. Today we implement the reflection pattern coupled with simple implementation of…
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Aurimas Griciūnas
6
Memory in Agent Systems
In this article I outline my thoughts on implementation of memory in GenAI systems.
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Aurimas Griciūnas
1
SwirlAI Table of Contents
Find the topics of interest with ease.
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Aurimas Griciūnas
SAI Notes #08: LLM based Chatbots to query your Private Knowledge Base.
And how you can build one easily.
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Aurimas Griciūnas
9
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