保留正文与补采附件。源页面当前未重新核验；具体限制见交付清单。
SubscribeSign in Home AI Engineering Bootcamp AI Engineer's Handbook YouTube Table of Contents Sponsoring SwirlAI Archive About
LatestTopDiscussions
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
28
1
Agentic AI Flywheels
The production loop after your agent ships, and the eval set that grows with it.
May 27 • Aurimas Griciūnas
33
1
3
State of Context Engineering in 2026
Five patterns for managing what goes into the context window, and when.
Mar 22 • Aurimas Griciūnas
74
4
7
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
13
1
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
29
2
Learning AI Engineering in 2025
My Reflections and Tips.
Sep 6, 2025 • Aurimas Griciūnas
26
1
1
Breaking Down Context Engineering
All you ned to know about the challenges surrounding the practice.
Aug 30, 2025 • Aurimas Griciūnas
59
7
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
62
1
8
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
288
23
47
Evaluation Driven Development for Agentic Systems.
My step-by-step approach for building and evolving Agentic Systems that work.
May 22, 2025 • Aurimas Griciūnas
63
2
3
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
17
5
1
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
21
2
MCP vs. A2A: Friends or Foes?
Could MCP fade into irrelevance in long term?
Apr 13, 2025 • Aurimas Griciūnas
150
7
18
The evolution of Modern RAG Architectures.
Learn how to choose the best RAG architecture for your business case.
Apr 7, 2025 • Aurimas Griciūnas
123
2
26
Everything you need to know about MCP.
And why it is important for how we shape and build Agentic Systems.
Mar 15, 2025 • Aurimas Griciūnas
113
7
20
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, 2025 • Aurimas Griciūnas
116
6
14
Simple way to explain Memory in AI Agents.
Win a NVIDIA RTX 4080 SUPER GPU!
Feb 26, 2025 • Aurimas Griciūnas
23
1
3
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, 2025 • Aurimas Griciūnas
25
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…
Jan 4, 2025 • Aurimas Griciūnas
79
6
16
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 • Aurimas Griciūnas
316
21
40
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 • Aurimas Griciūnas
19
7
1
What is AI Engineering?
And what you need to break into the role.
Nov 30, 2024 • Aurimas Griciūnas
114
24
Memory in Agent Systems
In this article I outline my thoughts on implementation of memory in GenAI systems.
Oct 30, 2024 • Aurimas Griciūnas
85
2
14
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 • Aurimas Griciūnas
62
11
© 2026 Aurimas Griciūnas · Privacy ∙ Terms ∙ Collection notice
Start your SubstackGet the app
Substack is the home for great culture