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Mastering the Intent Stack: Specs are the New Source Code
In this video, we walk through the shift from code-as-source to spec-as-source and show why the intent behind a system is becoming more valuable than the code that implements it. Through a simple thought experiment and a concrete framework called the Intent Stack, we explore what it actually takes to capture intent well enough that AI agents can regenerate working software from it.
You'll learn how to:
- Run the "delete your source folder" thought experiment to evaluate how well your team has captured intent (caution: dont actually do this to a real codebase!)
- Identify the layers of the Intent Stack: outcomes, language, behavior, constraints, interfaces, examples, and acceptance criteria
- Distinguish functional reproducibility from line-for-line code reproduction
- Recognize where critical system knowledge actually lives, and why most of it is never written down
- Apply spec-as-source incrementally instead of trying to retrofit an entire codebase
- Use new features, bug fixes, and incidents to strengthen your intent over time
Timestamps:
0:00 - The thought experiment
0:37 - Why intent is becoming the source of truth
1:14 - Why most codebases can't be rebuilt from what's written down
1:47 - Introducing the Intent Stack
2:42 - Code as a compiled artifact
3:27 - Functional reproducibility vs line-for-line reproduction
4:04 - A practical way to start
4:51 - The hard part has always been deciding what to build
This video is for software engineers, technical leads, and engineering managers who want to understand how AI-assisted development is changing where value lives in a software system, and how to start adapting their own workflow.
Clyep produces technical videos for complex software products, including product demos, developer tutorials, release videos, and technical explainers.
Learn more: https://clyep.io/
If you found this useful, subscribe for more technical walkthroughs and explainers.
Видео Mastering the Intent Stack: Specs are the New Source Code канала Clyep
You'll learn how to:
- Run the "delete your source folder" thought experiment to evaluate how well your team has captured intent (caution: dont actually do this to a real codebase!)
- Identify the layers of the Intent Stack: outcomes, language, behavior, constraints, interfaces, examples, and acceptance criteria
- Distinguish functional reproducibility from line-for-line code reproduction
- Recognize where critical system knowledge actually lives, and why most of it is never written down
- Apply spec-as-source incrementally instead of trying to retrofit an entire codebase
- Use new features, bug fixes, and incidents to strengthen your intent over time
Timestamps:
0:00 - The thought experiment
0:37 - Why intent is becoming the source of truth
1:14 - Why most codebases can't be rebuilt from what's written down
1:47 - Introducing the Intent Stack
2:42 - Code as a compiled artifact
3:27 - Functional reproducibility vs line-for-line reproduction
4:04 - A practical way to start
4:51 - The hard part has always been deciding what to build
This video is for software engineers, technical leads, and engineering managers who want to understand how AI-assisted development is changing where value lives in a software system, and how to start adapting their own workflow.
Clyep produces technical videos for complex software products, including product demos, developer tutorials, release videos, and technical explainers.
Learn more: https://clyep.io/
If you found this useful, subscribe for more technical walkthroughs and explainers.
Видео Mastering the Intent Stack: Specs are the New Source Code канала Clyep
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28 апреля 2026 г. 13:23:17
00:05:27
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