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MCP vs. A2A: Friends or Foes?
Could MCP fade into irrelevance in long term?
Apr 13
•
Aurimas Griciūnas
108
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MCP vs. A2A: Friends or Foes?
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4
The evolution of Modern RAG Architectures.
Learn how to choose the best RAG architecture for your business case.
Apr 7
•
Aurimas Griciūnas
45
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The evolution of Modern RAG Architectures.
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March 2025
Everything you need to know about MCP.
And why it is important for how we shape and build Agentic Systems.
Mar 15
•
Aurimas Griciūnas
95
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Everything you need to know about MCP.
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6
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.
Mar 11
•
Aurimas Griciūnas
90
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Building Deep Research Agent from scratch
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6
February 2025
Simple way to explain Memory in AI Agents.
Win a NVIDIA RTX 4080 SUPER GPU!
Feb 26
•
Aurimas Griciūnas
20
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Simple way to explain Memory in AI Agents.
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Data Pipelines in Machine Learning Systems.
A hands-on tutorial of real time web data ingestion pipeline followed by Apache Spark based ETL.
Feb 24
•
Aurimas Griciūnas
22
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Data Pipelines in Machine Learning Systems.
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January 2025
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…
Jan 4
•
Aurimas Griciūnas
76
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Building AI Agents from scratch - Part 2: Reflection and Working Memory
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6
December 2024
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.
Dec 21, 2024
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Aurimas Griciūnas
277
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Building AI Agents from scratch - Part 1: Tool use
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19
AI Clouds and their role in the AI era
And a hands-on project: Mistral-7B powered chatbot on Nebius AI Cloud
Dec 6, 2024
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Aurimas Griciūnas
19
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AI Clouds and their role in the AI era
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7
November 2024
What is AI Engineering?
And what you need to break into the role.
Nov 30, 2024
•
Aurimas Griciūnas
96
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What is AI Engineering?
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October 2024
Memory in Agent Systems
In this article I outline my thoughts on implementation of memory in GenAI systems.
Oct 30, 2024
•
Aurimas Griciūnas
69
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Memory in Agent Systems
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Observability in LLMOps pipeline - Different Levels of Scale
SwirlAI newsletter is back! In this piece I outline my observations about the scale of infrastructure needed specifically for observing your processes…
Oct 21, 2024
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Aurimas Griciūnas
60
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Observability in LLMOps pipeline - Different Levels of Scale
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