SPACE Framework in the AI Era

Is vibe coding quietly draining the thing that makes teams effective: their shared understanding? Margaret breaks down her new “triple debt” model, and why cognitive debt might be the one nobody’s tracking.

In this episode, Margaret-Anne Storey, co-author of the SPACE framework and a leading developer experience researcher, returns three years after her first appearance to unpack her new “triple debt” model. She explains how technical debt is now joined by cognitive debt, the erosion of shared understanding across a team, and intent debt, the loss of the “why” behind decisions that agents also lack.

Drawing on her Startup Studio course, where student teams built MVPs in minutes only to lose track of their own architecture weeks later, she walks through what pushed her to name these problems. The conversation covers cognitive surrender, developer fatigue from managing swarms of agents, and the warning signs leaders should watch for on their teams.

Margaret also introduces Cognitive Tours, a tool inspired by sailing waypoints and log books, and the idea of strategic friction: deliberately slowing down to preserve understanding. She closes by revisiting the SPACE framework and why its five dimensions still hold up even as AI changes every question we ask about them.

Key topics discussed:

• Why cognitive debt has always existed, just never named
• The triple debt model: technical, cognitive, and intent

• Cognitive surrender: accepting AI output without understanding
• Warning signs leaders should watch for on their teams
• Why the SPACE framework still holds up in the AI era

Timestamps:

• (00:00:00) Trailer & Intro
• (00:02:42) How Has AI Transformed Software Development Over the Past Three Years?
• (00:05:14) What Inspired the Research on Cognitive Debt and AI-Assisted Development?
• (00:11:28) Why Is Cognitive Debt Accelerating Even Though It Isn’t a New Problem?
• (00:14:24) What Exactly Is the Triple Debt Model in Software Development?
• (00:17:36) How Does Intent Debt Relate to Context Engineering and Intent Drift?
• (00:21:57) Can AI Be Used to Solve the Cognitive Debt It Created?
• (00:26:55) Why Does Using AI Make Developers Feel Fatigued and Stressed?
• (00:31:33) How Are AI Agents Affecting Human Relationships in the Workplace?
• (00:34:37) What Exactly Is Cognitive Surrender and What Are Its Risks?
• (00:39:38) How Can Leaders Spot Growing Cognitive and Intent Debt Within Their Teams?
• (00:41:02) Why Is ‘Tokenmaxxing’ a Dangerous Productivity Metric?
• (00:42:49) What Is the Cognitive Tours Tool and How Does It Address Cognitive and Intent Debt?
• (00:48:19) How Do You Envision the Daily Workflow of Using This New Tool?
• (00:50:16) What Is Strategic Friction and How Can It Help Developers?
• (00:55:10) What Is the Danger of Relying More on AI Agents and Less on Humans?
• (00:58:26) Does the SPACE Framework Still Hold Up in the Age of AI?
• (01:04:22) 3 Tech Lead Wisdom

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Margaret-Anne Storey’s Bio

Margaret-Anne Storey is a professor of computer science at the University of Victoria and a Canada research chair in human and social aspects of software engineering. She is coauthor of the SPACE framework and a leading researcher in developer experience (DevEx). Her research focuses on how developers and teams understand complex software systems and how tools, AI, and collaborative practices shape that understanding. Her recent work examines how generative AI is transforming software engineering by changing how understanding is created, shared, and maintained. She collaborates with industry partners including Microsoft and DX. She holds an honorary doctorate from Lund University.

Follow Margaret:

• LinkedIn – linkedin.com/in/margaret-anne-storey-8419462/
• Website – margaretstorey.com
•  The Triple Debt Model: From Technical Debt to Cognitive and Intent Debt – queue.acm.org/detail.cfm?id=3807966

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