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Ivan’s Substack

Ivan Martynov

My personal Substack

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Substack
PricingOnly free issuesPublishesTwice weekly
Issues103Foundeda year agoLast Issue7 days ago
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Latest Issues

Prompt Engineering book, Chapter 9: Observability & LLMOps

Introduction: Flying Blind in Production

Deploying an AI system is only 20% of the battle. The remaining 80% is keeping it running reliably, affordably, and safely. In traditional software, we have dashboards for CPU and RAM. In AI, we...

7 days ago

Prompt Engineering book, Chapter 8: Orchestration Frameworks

Introduction: The Glue of AI Systems

In the earlier chapters, we learned how to build single prompts, structure outputs, and manage context. But as an AI system grows, you quickly realize that managing 50 different LLM calls, tool integ...

21 days ago

Prompt Engineering book, Chapter 7: Prompt Versioning & Testing (PromptOps)

Introduction: Prompts are Code

In the past, prompts were often “hidden” as hardcoded strings deep within a Python file. This made them nearly impossible to track, peer-review, or roll back. In 2026, we follow the principle of PromptOps:...

25 days ago

Prompt Engineering book, Chapter 6: Evaluation-Driven Development (EDD)

Introduction: Stop Guessing, Start Measuring

In the early days of AI, prompt engineering was essentially “guesswork.” You would tweak a few words, run it once, see if the output “looked good,” and then deploy it. In 2026, this approach...

a month ago

Prompt Engineering book, Chapter 5: Prompt Pipelines

Introduction: Moving Beyond the Single Message

In the previous part, we focused on the individual components of a prompt—its architecture, techniques, and context. But in 2026, real AI value is built not by single messages, but by Promp...

a month ago

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