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About
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
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Aurimas Griciūnas
287
23
47
Stop Monitoring AI Systems Like Web Services
Five questions every AI system has to answer, and the metrics that answer them.
Jun 14
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Aurimas Griciūnas
27
1
Agentic AI Flywheels
The production loop after your agent ships, and the eval set that grows with it.
May 27
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Aurimas Griciūnas
32
1
3
Most Popular
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Building AI Agents from scratch - Part 1: Tool use
Dec 21, 2024
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Aurimas Griciūnas
316
21
40
MCP vs. A2A: Friends or Foes?
Apr 13, 2025
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Aurimas Griciūnas
149
7
18
The evolution of Modern RAG Architectures.
Apr 7, 2025
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Aurimas Griciūnas
119
2
25
Building Deep Research Agent from scratch
Mar 11, 2025
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Aurimas Griciūnas
116
6
14
Everything you need to know about MCP.
Mar 15, 2025
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Aurimas Griciūnas
113
7
20
What is AI Engineering?
Nov 30, 2024
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Aurimas Griciūnas
114
24
Latest
Top
Discussions
State of Context Engineering in 2026
Five patterns for managing what goes into the context window, and when.
Mar 22
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Aurimas Griciūnas
72
2
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
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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
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Aurimas Griciūnas
28
2
Learning AI Engineering in 2025
My Reflections and Tips.
Sep 6, 2025
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Aurimas Griciūnas
26
1
1
Breaking Down Context Engineering
All you ned to know about the challenges surrounding the practice.
Aug 30, 2025
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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
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Aurimas Griciūnas
62
1
8
Evaluation Driven Development for Agentic Systems.
My step-by-step approach for building and evolving Agentic Systems that work.
May 22, 2025
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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
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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
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Aurimas Griciūnas
21
2
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