The Recursive Loop: Software Engineering in the Age of Model-Generated Input

Software engineers face risks as LLMs generate code that trains new LLMs, potentially lowering quality and innovation. Learn what this means for developers.

#LLMCode, #SoftwareEngineering, #AIinTech, #TechDebt, #FutureofCode

https://newsletter.tf/llm-code-generation-risks-software-quality/

New reports show LLM-generated code is now training future LLMs. This could lead to lower software quality and less innovation compared to human-written code.

#LLMCode, #SoftwareEngineering, #AIinTech, #TechDebt, #FutureofCode
https://newsletter.tf/llm-code-generation-risks-software-quality/

ICYMI: We open sourced our Rails upgrade methodology as a Claude Code Skill.

60,000+ hours of upgrade work, distilled into a skill that teaches Claude Code to dual boot, stay green, and not take dangerous shortcuts.

https://www.fastruby.io/blog/open-source-claude-code-skill-for-rails-upgrades.html

#Rails #AI #Claude #TechDebt

#Development #Analyses
Prompts are technical debt too · “Prompts are a worse form of technical debt than code.” https://ilo.im/16d2xx

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#Programming #Coding #AI #AiAgents #Maintenance #TechDebt #DevOps #WebDev #Frontend #Backend

Modernizing #Java at scale fails when refactoring isn’t repeatable. Bryan Friedman shows how #OpenRewrite enables safe, deterministic upgrades across massive codebases.

Learn the engine behind enterprise Java modernization: https://javapro.io/2026/02/04/the-open-source-deterministic-engine-maintaining-javas-next-30-years/

#@OpenRewrite #Java #TechDebt

As someone who works in tech, a four-day "scheduled" outage for a production billing system is... a choice. I can’t imagine telling my team we’re taking the platform offline from Friday night until Tuesday morning for an "upgrade". In 2026, you'd think we'd have moved past maintenance windows that last half a week.

Where is the blue-green deployment? The canary releases? Just a casual 4-day blackout.

#TechDebt #DevOps #SRE #SoftwareEngineering #MaintenanceWindow

Veel .NET-systemen werken nog prima.

Maar onder de oppervlakte ontstaat frictie: trage releases, complexe dependencies en steeds meer onderhoud. Dat is geen stabiliteit. Dat is stilstand.

In ons whitepaper laten we zien hoe je:
→ 20–30% productiviteit wint
→ de balans verschuift van onderhoud naar innovatie
→ je architectuur voorbereidt op AI

📥 Download hier: https://dawn.tech/publicatie/net-apps-the-business-case-for-modernization

#dotnet #softwaremodernization #techdebt

The "security-first" mandate is killing professional productivity. It’s time to talk about the massive cleanup costs of forced updates and the systematic destruction of deep work. 🛠️ Stop paying the progress tax.

#CyberSecurity #DeveloperLife #TechDebt

https://bdking71.wordpress.com/2026/05/05/the-deadweight-of-the-digital-treadmill-quantifying-the-cost-of-forced-updates/