---
title: "AI. Coyotiv blog"
description: "What AI changes for engineers and the teams they work in, from the Coyotiv team."
url: https://coyotiv.com/blog/ai/
---

AI

# What AI changes at work.

How AI fits into real software work, and what it takes to get a team ready for it.

- [All](https://coyotiv.com/blog/)
- [AI](https://coyotiv.com/blog/ai/)
- [Engineering](https://coyotiv.com/blog/engineering/)
- [Products & research](https://coyotiv.com/blog/products/)
- [School](https://coyotiv.com/blog/school/)
- [Stories](https://coyotiv.com/blog/stories/)
- [Diversity](https://coyotiv.com/blog/diversity/)

- 25 August 2026
- 6 min read

## [Preparing your team for the AI era: why 90% of corporate AI projects end up in the trash](https://coyotiv.com/blog/preparing-your-team-for-the-ai-era-why-90-percent-of-corporate-ai-projects-fail/)

Most enterprise AI pilots fail. Armağan Amcalar breaks down the systemic failures behind them, and what it takes to be in the 10%.

- 6 July 2026
- 5 min read

## [Why are even software engineers with 5 years of experience going back to school?](https://coyotiv.com/blog/why-are-software-engineers-with-5-years-of-experience-going-back-to-school/)

Coyotiv's cohorts are increasingly filled with 3-5 year industry veterans, not just beginners. Armağan Amcalar on why the definition of a software engineer has permanently changed in the AI era.

- 11 June 2026
- 4 min read

## [Beyond the facade of code generation: how to spot effective software education in the AI era](https://coyotiv.com/blog/how-to-spot-effective-software-education-in-the-ai-era/)

AI can generate code, but what makes a software education actually valuable? Three defining markers of an engineering education that builds resilient professionals, from Coyotiv CEO Armağan Amcalar.

- 1 June 2026
- 4 min read

## [The end of "just-in-case" learning: master the skill of just-in-time mastery](https://coyotiv.com/blog/the-end-of-just-in-case-learning-master-just-in-time-mastery/)

Information is no longer scarce — it's a flood. Coyotiv CEO Armağan Amcalar on why the future belongs to engineers who learn exactly what they need, exactly when they need it.

- 6 May 2026
- 5 min read

## [The architects of Universal Athens: from code labor to digital aristocracy](https://coyotiv.com/blog/the-architects-of-universal-athens-from-code-labor-to-digital-aristocracy/)

OpenAI's and Palantir's manifestos debate AI as social welfare or statecraft. Coyotiv CEO Armağan Amcalar proposes something more personal: a "Universal Athens" where AI agents free every professional to become an architect.

- 22 April 2026
- 7 min read

## [From coder to architect: learning software engineering in the age of AI](https://coyotiv.com/blog/from-coder-to-architect-learning-software-engineering-in-the-age-of-ai/)

AI has taken over the bricklaying. Today's software engineers must become the architects of the future, and that changes everything about how we learn.

- 2 February 2023
- 6 min read

## [ChatGPT vs software engineers: can it replace software engineers?](https://coyotiv.com/blog/chatgpt-vs-software-engineers-can-it-replace-software-engineers/)

What ChatGPT can do for software engineers, where it falls short, and why it won't replace them.