SwirlAI Newsletter
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Learning AI Engineering in 2025 • My Reflections and Tips.
Learning AI Engineering in 2025
My Reflections and Tips.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Learning AI Engineering in 2025 • My Reflections and Tips.
Breaking Down Context Engineering • All you ned to know about the challenges surrounding the practice.
Breaking Down Context Engineering
All you ned to know about the challenges surrounding the practice.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Breaking Down Context Engineering • All you ned to know about the challenges surrounding the practice.
Enterprise Agentic AI Hierarchy of Needs • The crucial layers of infrastructure that make up a production grade Agentic AI system.
Enterprise Agentic AI Hierarchy of Needs
The crucial layers of infrastructure that make up a production grade Agentic AI system.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Enterprise Agentic AI Hierarchy of Needs • The crucial layers of infrastructure that make up a production grade Agentic AI system.
Breaking into AI Engineering in 2025. • A roadmap that will help you up-skill or re-skill into an AI Engineer role.
Breaking into AI Engineering in 2025.
A roadmap that will help you up-skill or re-skill into an AI Engineer role.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Breaking into AI Engineering in 2025. • A roadmap that will help you up-skill or re-skill into an AI Engineer role.
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.
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.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
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.
Distributing FlashAttention: Solving memory Bottlenecks of Context Windows • Let's explore FlashAttention, types of distributed LLM training and how to fuse both concepts together.
Distributing FlashAttention: Solving memory Bottlenecks of Context Windows
Let's explore FlashAttention, types of distributed LLM training and how to fuse both concepts together.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Distributing FlashAttention: Solving memory Bottlenecks of Context Windows • Let's explore FlashAttention, types of distributed LLM training and how to fuse both concepts together.
The evolution of Modern RAG Architectures. • Learn how to choose the best RAG architecture for your business case.
The evolution of Modern RAG Architectures.
Learn how to choose the best RAG architecture for your business case.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
The evolution of Modern RAG Architectures. • Learn how to choose the best RAG architecture for your business case.
Everything you need to know about MCP. • And why it is important for how we shape and build Agentic Systems.
Everything you need to know about MCP.
And why it is important for how we shape and build Agentic Systems.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Everything you need to know about MCP. • And why it is important for how we shape and build Agentic Systems.
Simple way to explain Memory in AI Agents. • Win a NVIDIA RTX 4080 SUPER GPU!
Simple way to explain Memory in AI Agents.
Win a NVIDIA RTX 4080 SUPER GPU!
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Simple way to explain Memory in AI Agents. • Win a NVIDIA RTX 4080 SUPER GPU!
Data Pipelines in Machine Learning Systems. • A hands-on tutorial of real time web data ingestion pipeline followed by Apache Spark based ETL.
Data Pipelines in Machine Learning Systems.
A hands-on tutorial of real time web data ingestion pipeline followed by Apache Spark based ETL.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Data Pipelines in Machine Learning Systems. • A hands-on tutorial of real time web data ingestion pipeline followed by Apache Spark based ETL.
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 short-term memory.
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 short-term memory.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
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 short-term memory.
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.
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.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
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.
AI Clouds and their role in the AI era • And a hands-on project: Mistral-7B powered chatbot on Nebius AI Cloud
AI Clouds and their role in the AI era
And a hands-on project: Mistral-7B powered chatbot on Nebius AI Cloud
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
AI Clouds and their role in the AI era • And a hands-on project: Mistral-7B powered chatbot on Nebius AI Cloud
What is AI Engineering? • And what you need to break into the role.
What is AI Engineering?
And what you need to break into the role.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
What is AI Engineering? • And what you need to break into the role.
Memory in Agent Systems • In this article I outline my thoughts on implementation of memory in GenAI systems.
Memory in Agent Systems
In this article I outline my thoughts on implementation of memory in GenAI systems.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
Memory in Agent Systems • In this article I outline my thoughts on implementation of memory in GenAI systems.
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 in LLMOps pipeline.
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 in LLMOps pipeline.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
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 in LLMOps pipeline.
A Guide to Kubernetes (Part 2): Different ways to deploy your application. • Deployments, Jobs, CronJobs and their use cases.
A Guide to Kubernetes (Part 2): Different ways to deploy your application.
Deployments, Jobs, CronJobs and their use cases.
www.newsletter.swirlai.com
November 20, 2025 at 3:35 PM
A Guide to Kubernetes (Part 2): Different ways to deploy your application. • Deployments, Jobs, CronJobs and their use cases.