Avoid Comprehension Debt with CONTRACT-MD and Contract-Style Comments

https://dufospy.com/advanced/contract-md-comprehension-debt

when enginnering dreams with an Artificial Intelligence

#contractmd #contractstylecomments #comprehensiondebt

About | DufoSPY

DufoSPY is the personal development and research site of Jeffrey Sabarese โ€” exploring web development, AI utilities, programming workflows, and experimental software tools.

TIL about "#ComprehensionDebt โ€” a hidden cost to human intelligence and memory that results from excessive reliance on AI and automation. It is the growing gap between how much code exists in a system and how much of it any human being can genuinely understand. It can lead to teams not being able to explain why design decisions had been made or how different parts of the system are supposed to work together. The debt has to be paid sooner or later, and interest accrues rapidly."

https://addyosmani.com/blog/comprehension-debt

#hiddencost #AIgeneratedCode

Comprehension Debt - the hidden cost of AI generated code.

โ€žRely On AI And Get Left Behindโ€œ

https://codemanship.wordpress.com/2026/02/21/is-comprehension-debt-in-your-risk-register/

โ€žShipping code faster than we can understand it creates comprehension debt โ€“ extra time needed to build that understanding when the tool canโ€™t do what we need it to doโ€œ
[โ€ฆ]
โ€žBut the real risk is that, one day, your core product or system will break, and thereโ€™ll be nobody capable of fixing it.

Well, nobody you could afford.โ€œ

#ComprehensionDebt #RiskManagement

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 beiโ€ฆ

Codemanship's Blog

[AI ์—์ด์ „ํŠธ ์ฝ”๋”ฉ 80% ์‹œ๋Œ€, ๊ฐœ๋ฐœ์ž์˜ ์ง„์งœ ๋ฌธ์ œ๋Š” โ€˜์ดํ•ด ๋ถ€์ฑ„โ€™

AI ์—์ด์ „ํŠธ๊ฐ€ ์ฝ”๋”ฉ์˜ 80%๋ฅผ ๋‹ด๋‹นํ•˜๋Š” ์‹œ๋Œ€๊ฐ€ ๋„๋ž˜ํ•˜๋ฉฐ, ๊ฐœ๋ฐœ์ž๋“ค์€ ์ดํ•ด ๋ถ€์ฑ„(comprehension debt)๋ผ๋Š” ์ƒˆ๋กœ์šด ๋ฌธ์ œ๋ฅผ ์ง๋ฉดํ•˜๊ณ  ์žˆ๋‹ค. AI๊ฐ€ ์ƒ์„ฑํ•œ ์ฝ”๋“œ์˜ ์ดํ•ด์™€ ์œ ์ง€๋ณด์ˆ˜๊ฐ€ ์–ด๋ ค์›Œ์ง€๊ณ  ์žˆ์œผ๋ฉฐ, ๊ฐœ๋ฐœ์ž ์—ญํ• ๋„ ์ฝ”๋”ฉ์— ์ง‘์ค‘ํ•˜๋Š” ์‚ฌ๋žŒ๊ณผ ์•„ํ‚คํ…์ฒ˜๋ฅผ ์กฐ์œจํ•˜๋Š” ์‚ฌ๋žŒ์œผ๋กœ ๋ถ„ํ™”๋˜๊ณ  ์žˆ๋‹ค.

https://news.hada.io/topic?id=26396

#aiagent #coding #comprehensiondebt #developerrole #softwaredevelopment

AI ์—์ด์ „ํŠธ ์ฝ”๋”ฉ 80% ์‹œ๋Œ€, ๊ฐœ๋ฐœ์ž์˜ ์ง„์งœ ๋ฌธ์ œ๋Š” โ€˜์ดํ•ด ๋ถ€์ฑ„โ€™

<p><strong>ํ˜„์ƒ</strong>: ์ˆ˜๋™ ์ฝ”๋”ฉ 80% โ†’ ์—์ด์ „ํŠธ ์ฝ”๋”ฉ 80%๋กœ ๊ธ‰๋ณ€ (Andrej Karpathy ๋ฐœ์–ธ)</p> <ul> <li>Claude Code ํŒ€: ํ•˜๋ฃจ 20+ PR, ์ „๋ถ€ ...

GeekNews

#Development #Challenges
The 80% problem in agentic coding ยท Handling the challenges of a Slopacolypse https://ilo.im/16a7fr

_____
#Programming #Coding #AI #Agents #Slop #TechDebt #ComprehensionDebt #WebDev #Frontend #Backend

The 80% Problem in Agentic Coding

Managing comprehension debt when leaning on AI to code

Elevate

LLM ์ƒ์„ฑ ์ฝ”๋“œ์˜ ์ˆจ์€ ํ•จ์ • โ€˜์ดํ•ด ๋ถ€์ฑ„โ€™ โ€“ ์ŠคํŽ™ ์ค‘์‹ฌ ๊ฐœ๋ฐœ๋กœ ํ•ด๊ฒฐํ•˜๊ธฐ

AI๊ฐ€ ์ƒ์„ฑํ•œ ์ฝ”๋“œ๋ฅผ ์ดํ•ดํ•˜์ง€ ๋ชปํ•ด ๋ฐœ์ƒํ•˜๋Š” '์ดํ•ด ๋ถ€์ฑ„' ๋ฌธ์ œ์™€ ์ด๋ฅผ ํ•ด๊ฒฐํ•˜๋Š” ์ŠคํŽ™ ์ค‘์‹ฌ ๊ฐœ๋ฐœ ๋ฐฉ์‹์„ ์‹ค์ œ ์‚ฌ๋ก€์™€ ํ•จ๊ป˜ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค. GitHub๊ณผ ๊ฐœ๋ฐœ์ž๋“ค์ด ์ œ์•ˆํ•˜๋Š” ์‹ค์šฉ์ ์ธ ์›Œํฌํ”Œ๋กœ์šฐ๋ฅผ ๋ฐฐ์›Œ๋ณด์„ธ์š”.

https://aisparkup.com/posts/5284

Comprehension Debt: The Ticking Time Bomb of LLM-Generated Code

An effect thatโ€™s being more and more widely reported is the increase in time itโ€™s taking developers to modify or fix code that was generated by Large Language Models. If youโ€™ve woโ€ฆ

Codemanship's Blog