Mitchell Hashimoto (@mitchellh)
PR diff 로딩/응답 속도가 개발자 생산성에 큰 영향을 준다는 불만. GitHub뿐 아니라 GitLab, Forgejo 등 주요 코드 호스팅/리뷰 도구 전반의 diff 렌더링이 느려 핵심 워크플로우를 방해한다는 지적이다.
This is why PR diff speed matters. This isn't a dunk on GitHub specifically, because GitLab, Forgejo, etc. are all equal or worse. But this is the kind of thing that drives me nuts, because this is a core workflow and its slow enough I literally take my hands off the keyboard.
AI code review zvládá první průchod — shrnout diff, najít rutinní vzory a upozornit na chybějící test. Jako náhrada lidského review ale neobstojí: data ukazují vyšší abandonment a často nízký poměr signálu k šumu. Nasazení proto stojí na pravidlech, úzkém mandátu a měření, ne na výběru dodavatele.
https://zdrojak.cz/clanky/ai-code-review-nenahradi-seniora-spatne-nasazeny-bot-jen-prida-dalsi-praci/
Java/JavaScript間に跨るロジック変更をAIで一括解析：端数処理の不整合を防ぐ差分レビュー術
https://qiita.com/gmo-co-kitaura/items/5005b12b318a09b7d75d?utm_campaign=popular_items&utm_medium=feed&utm_source=popular_items
Git blame for code comprehension
Title: P2: Keeping software alive. [2025-08-18 Mon]
inheritance 🤔? Should we prefer functional paradigms
and bottom-up design?
This is the amazing post that should be reposted everywhere.
█ #dailyreport #code #programming #goodcode #codequality #codereview #readability #amazingcode #greatnews
Title: P1: Keeping software alive. [2025-08-18 Mon]
- Favor composition over inheritance, build functionality
by combining smaller parts rather than deep hierarchies.
- Use interfaces and dependency injection for easy
testing, replacement, and reuse.
- Follow best practices (SOLID, DRY, KISS) to ensure
clarity and reduce redundancy.
What you think about doing more composition over #dailyreport #code #programming #goodcode #codequality #codereview #readability #amazingcode #greatnews
Title: P0: Keeping software alive. [2025-08-18 Mon]
In the AI era, code ages quickly. :( To keep software
flexible for future 🏄 improvement, I think, we should:
Divide & Encapsulate
- Modularize code into independent, single-responsibility
modules.
- Define clear abstractions and interfaces to minimize
interdependence.
Design for Flexibility #dailyreport #code #programming #goodcode #codequality #codereview #readability #amazingcode #greatnews
Reviewing so called Pull Requests at $dayjob
31% der Entwicklerzeit geht inzwischen für "unsichtbare Arbeit" drauf: KI-Code reviewen, Bugs aus generiertem Code fixen, Context-Switching.
Der Harness-Report zeigt: Teams messen die Produktivitätsgewinne, aber nicht die Kosten. 81% sagen, Review-Zeit ist gestiegen. 94% geben zu, dass ihre Metriken Burnout nicht erfassen.
https://kiberblick.de/aktuell/2026/2026-05-17-unsichtbare-arbeit-ki-code/
Most developers are trained to write code — but senior engineers are defined by how well they can read and understand it.
The infographic breaks down why code comprehension is becoming the real differentiator in modern software systems.
Cross posted in LinkedIn:
https://www.linkedin.com/feed/update/activity:7461389515111170048
#SecureCoding #CodeReview #AIinSoftware #EngineeringLeadership
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