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LLM Engineer's Handbook is now thriving!

A framework for building LLM and RAG apps

Oct 22, 2024 • Paul Iusztin

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Build your Second Brain AI assistant

Feb 6, 2025 • Paul Iusztin

Stop Building AI Agents

Jun 26, 2025 • Hugo Bowne-Anderson

Context Engineering: 2025’s #1 Skill in AI

Jul 22, 2025 • Paul Iusztin

From 0 to Pro AI Agents Roadmap

May 31, 2025 • Paul Iusztin

Decoding AI Magazine

Decoding AI Magazine

Join for content on designing, building, and shipping AI software that works. Learn AI engineering, end-to-end, from idea to production. Every Tuesday.

The latest from

Paul Iusztin

From 100+ AI Tools to 4: My Prod Stack

Paolo Perrone

From Beginner to AI/ML Pro in 2025

Anca Ioana Muscalagiu

Getting Agent Architecture Right

Recent posts

From 100+ AI Tools to 4: My Prod Stack

How simplicity beats complexity in real AI systems

Dec 30, 2025 • Paul Iusztin

We Killed RAG, MCP, and Agentic Loops. Here's What Happened.

A brutally honest case study of building our vertical AI agent and shipping it to production.

Dec 23, 2025 • Paul Iusztin

November Highlights: From Foundations To Production AI

AI Agents series finale. Controlling LLM output. Vertical AI agents & The Evals series.

Dec 18, 2025 • Paul Iusztin

The AI Agents Roadmap Nobody Is Teaching You

9 lessons: from workflows to planning and multimodal AI agents. From scratch. Framework free.

Dec 16, 2025 • Paul Iusztin

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LLM Engineer's Handbook

Master the art of engineering Large Language Models from concept to production.

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Agentic AI Engineering

Stop building chatbots. Start engineering agents.

Build Production-Ready AI

Write real code. Ship AI that actually works.

Access real-world guides. From the PoC purgatory to shipping AI products that work.

Projects

Getting Agent Architecture Right

Designing real-world AI agents with MCP without burning your time, money, and SANITY.

Sep 6, 2025 • Anca Ioana Muscalagiu

Build with MCP Like a Real Engineer

Hands-on code for an enterprise AI PR Reviewer by unifying GitHub, Slack, and Asana through MCP.

Aug 30, 2025 • Anca Ioana Muscalagiu

Why MCP Breaks Old Enterprise AI Architectures

Build from scratch an AI PR reviewer integrated with GitHub, Slack and Asana that scales within your organization.

Aug 19, 2025 • Anca Ioana Muscalagiu

The King of Multi-Modal RAG: ColPali

Query your rich visual PDFs under a RAG web app

Jun 5, 2025 • Juan Ovalle

From 0 to Pro AI Agents Roadmap

Theory to API Deployments and LLMOps

May 31, 2025 • Paul Iusztin

Foundations

The AI Agents Roadmap Nobody Is Teaching You

9 lessons: from workflows to planning and multimodal AI agents. From scratch. Framework free.

Dec 16, 2025 • Paul Iusztin

Stop Converting Documents to Text. You're Doing It Wrong.

How to work with multimodal agents: images, PDFs, audio, and... text.

Dec 9, 2025 • Paul Iusztin

How Does Memory for AI Agents Work?

The 4 memory types every AI agent needs

Dec 2, 2025 • Paul Iusztin

The Underrated Science of LLM Samplers

The secret sauce for balancing diversity, quality and precision

Nov 25, 2025 • Shmulik Cohen

Building Production ReAct Agents From Scratch Is Simple

I read LangGraph's implementation so that you can build your own, as AI frameworks just bloat your code.

Nov 18, 2025 • Paul Iusztin

Case Studies

From 100+ AI Tools to 4: My Prod Stack

How simplicity beats complexity in real AI systems

Dec 30, 2025 • Paul Iusztin

We Killed RAG, MCP, and Agentic Loops. Here's What Happened.

A brutally honest case study of building our vertical AI agent and shipping it to production.

Dec 23, 2025 • Paul Iusztin

Stop Launching AI Apps Without This Framework

A practical guide to building an eval-driven loop for your LLM app using synthetic data, before you have users.

Oct 30, 2025 • Hugo Bowne-Anderson

Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

A new software development life cycle for LLMs

Oct 16, 2025 • Hugo Bowne-Anderson and Stefan Krawczyk

The Real Battle-Tested RAG Playbook

7-steps trusted by OpenAI, Anthropic & Google

Aug 12, 2025 • Jason Liu

Access real-world guides. From the PoC purgatory to shipping AI products that work.

Guests

The Underrated Science of LLM Samplers

The secret sauce for balancing diversity, quality and precision

Nov 25, 2025 • Shmulik Cohen

Stop Launching AI Apps Without This Framework

A practical guide to building an eval-driven loop for your LLM app using synthetic data, before you have users.

Oct 30, 2025 • Hugo Bowne-Anderson

Building Reliable AI Agents with Durable Workflows

How to make agents resilient to any failure

Oct 23, 2025 • Peter Kraft and Paul Iusztin

Escaping POC Purgatory: Evaluation-Driven Development for AI Systems

A new software development life cycle for LLMs

Oct 16, 2025 • Hugo Bowne-Anderson and Stefan Krawczyk

The Top 11 Ways to Easily Improve Your AI Applications

AI Software Demands a New Approach

Oct 9, 2025 • Hugo Bowne-Anderson and Hamel Husain

Newsletter

November Highlights: From Foundations To Production AI

AI Agents series finale. Controlling LLM output. Vertical AI agents & The Evals series.

Dec 18, 2025 • Paul Iusztin

Being too passive started to bother me

Finally, officializing the Decoding AI Magazine chat.

Nov 26, 2025 • Paul Iusztin

October Highlights: Your AI Engineering Roadmap.

AI Agents Foundations series. Evals series. NEXUS panel on AI Engineering.

Nov 6, 2025 • Paul Iusztin

My rough story of becoming an AI Engineer

Personal, raw, unfiltered story about my life

Nov 4, 2025 • Paul Iusztin

Most AI Agents Never Ship. Here's How We Did.

Join me in SF to see how we scaled ZTRON to production with limited resources

Nov 1, 2025 • Paul Iusztin

Access real-world guides. From the PoC purgatory to shipping AI products that work.

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