SwirlAI Newsletter

Stop Monitoring AI Systems Like Web Services

Five questions every AI system has to answer, and the metrics that answer them.

Jun 14 • Aurimas Griciūnas

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May 2026

Agentic AI Flywheels

The production loop after your agent ships, and the eval set that grows with it.

May 27 • Aurimas Griciūnas

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March 2026

State of Context Engineering in 2026

Five patterns for managing what goes into the context window, and when.

Mar 22 • Aurimas Griciūnas

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New: SwirlAI on YouTube + Context Engineering Workshop

Hands-on AI engineering content, now in video form, plus a live workshop on context engineering this Friday

Mar 17 • Aurimas Griciūnas

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Agent Skills: Progressive Disclosure as a System Design Pattern

A simple file format, powered by an architectural shift in how agents manage context.

Mar 11 • Aurimas Griciūnas

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September 2025

Learning AI Engineering in 2025

My Reflections and Tips.

Sep 6, 2025 • Aurimas Griciūnas

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August 2025

Breaking Down Context Engineering

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

Aug 30, 2025 • Aurimas Griciūnas

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June 2025

Enterprise Agentic AI Hierarchy of Needs

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

Jun 18, 2025 • Aurimas Griciūnas

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Breaking into AI Engineering in 2025.

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

Jun 4, 2025 • Aurimas Griciūnas

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May 2025

Evaluation Driven Development for Agentic Systems.

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

May 22, 2025 • Aurimas Griciūnas

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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, 2025 • Aurimas Griciūnas

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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, 2025 • Aurimas Griciūnas

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