“The machines are fine. I’m worried about us.” by Minas Karamanis

https://ergosphere.blog/posts/the-machines-are-fine/

I think it’s a very good concern about the effect of pervasive use of LLMs in the stages of education. I see this with my students. I think I’ll try to quantify its use with a survey, to try to see the real scope…

But Bob has a secret.

Unlike Alice, who spent the year reading papers with a pencil in hand, scribbling notes in the margins, getting confused, re-reading, looking things up, and slowly assembling a working understanding of her corner of the field, Bob has been using an AI agent. When his supervisor sent him a paper to read, Bob asked the agent to summarize it. When he needed to understand a new statistical method, he asked the agent to explain it. When his Python code broke, the agent debugged it. When the agent’s fix introduced a new bug, it debugged that too. When it came time to write the paper, the agent wrote it. Bob’s weekly updates to his supervisor were indistinguishable from Alice’s. The questions were similar. The progress was similar. The trajectory, from the outside, was identical.

#LLM #AI #AIAgents #AgenticAI #CognitiveDebt #MinasKaramanis

The machines are fine. I'm worried about us.

On AI agents, grunt work, and the part of science that isn't replaceable.

New one from Cal Newport. New research shows that using #AI increases shallow efforts while decreasing the amount of time spent on tasks that move the needle. It follows history or other productivity tools that haven't necessarily produced stronger work or a better work environment.

#AISlop #WorkSlop #CognitiveDebt

https://www.youtube.com/watch?v=NDyuJcR2GH4

Why Is AI Making My Job *Worse*? | Cal Newport

YouTube
"LLMS do not understand anything, nor do they think, which means any solutions they build or theoretical bug reports that they may make are immediately questionable."
#AI #TechnicalDebt #CognitiveDebt

#Development #Explainers
Cognitive debt · “It’s not technical debt, it’s worse.” https://ilo.im/16b227

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#AI #CognitiveDebt #TechDebt #Workflows #WebDev #Frontend #Backend

Cognitive Debt

The growing gap between the code your team ships and the code your team understands. It's not technical debt. It's worse.

Andrew Cairns

@offelia

#CognitiveDebt

#IntellectualDebt

#AIFatigue

#SeniorityProblem

And the #fusionskonstante (vgl. #Erdölkonstante) also applies to #AI : GenAI is coming soon!!!

And then there's the #nuclearEnergyParadox, where 2 institutes only publish studies that claim growth there, which does not happen but they are quoted the most. Same happens here with #AI, because lobbyism, money, greed.

#Development #Analyses
How to kill the code review · What if no one has to read the code at all? https://ilo.im/16b2il

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#AI #Engineering #Coding #CodeReviews #CognitiveDebt #Specifications #Trust #WebDev #Frontend #Backend

How to Kill the Code Review

Human-written code died in 2025. Code reviews will die in 2026.

Latent.Space
Cognitive Debt: When Velocity Exceeds Comprehension | rockoder

A systems analysis of how AI-assisted development creates a gap between output speed and understanding, and why organizations cannot see it happening.

rockoder

How Generative and #Agentic #AI Shift Concern from Technical Debt to #CognitiveDebt

https://margaretstorey.com/blog/2026/02/09/cognitive-debt/

How Generative and Agentic AI Shift Concern from Technical Debt to Cognitive Debt

The term technical debt is often used to refer to the accumulation of design or implementation choices that later make the software harder and more costly to understand, modify, or extend over time...

Margaret-Anne Storey

#Development #Pitfalls
Rely on AI and get left behind · Who will fix code no one understands anymore? https://ilo.im/16atf5

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#Business #Engineering #Programming #Coding #AI #Dependencies #CognitiveDebt #WebDev #Frontend #Backend

Rely On AI And Get Left Behind

LLM-based code generation comes with multiple potential gotchas for a business. More code hitting process bottlenecks like testing, review and integration makes most teams slower. More problems bei…

Codemanship's Blog

#Development #Explorations
From technical debt to cognitive debt · “Velocity without understanding is not sustainable.” https://ilo.im/16anlc

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#Programming #Coding #AI #CognitiveDebt #TechDebt #Terminology #WebDev #Frontend #Backend

How Generative and Agentic AI Shift Concern from Technical Debt to Cognitive Debt

The term technical debt is often used to refer to the accumulation of design or implementation choices that later make the software harder and more costly to understand, modify, or extend over time...

Margaret-Anne Storey