SwirlAI Newsletter

Learning AI Engineering in 2025

My Reflections and Tips.

Sep 6 • 

Aurimas Griciūnas

13

August 2025

Breaking Down Context Engineering

All you ned to know about the challenges surrounding the practice.

Aug 30 • 

Aurimas Griciūnas

39

June 2025

Enterprise Agentic AI Hierarchy of Needs

The crucial layers of infrastructure that make up a production grade Agentic AI system.

Jun 18 • 

Aurimas Griciūnas

48

Breaking into AI Engineering in 2025.

A roadmap that will help you up-skill or re-skill into an AI Engineer role.

Jun 4 • 

Aurimas Griciūnas

236

21

May 2025

Evaluation Driven Development for Agentic Systems.

My step-by-step approach for building and evolving Agentic Systems that work.

May 22 • 

Aurimas Griciūnas

58

2

Announcing the End-to-End AI Engineering Bootcamp.

Also join me this Thursday in a free Lightning Lesson on how to break into AI Engineering.

May 13 • 

Aurimas Griciūnas

17

5

Distributing FlashAttention: Solving memory Bottlenecks of Context Windows

Let's explore FlashAttention, types of distributed LLM training and how to fuse both concepts together.

May 11 • 

Aurimas Griciūnas

21

2

April 2025

MCP vs. A2A: Friends or Foes?

Could MCP fade into irrelevance in long term?

Apr 13 • 

Aurimas Griciūnas

137

5

The evolution of Modern RAG Architectures.

Learn how to choose the best RAG architecture for your business case.

Apr 7 • 

Aurimas Griciūnas

82

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

106

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

105

6

February 2025

Simple way to explain Memory in AI Agents.

Win a NVIDIA RTX 4080 SUPER GPU!

Feb 26 • 

Aurimas Griciūnas

22

1