Everything on Technical Risk

Transclusion, while powerful for server-side rendering, introduces significant risks regarding CSS isolation and styling conflicts. It is best suited for pre-launch phases or controlled environments where these risks can be managed.

Impact: Avoiding transclusion in complex, long-lived applications can prevent technical debt and maintainability issues associated with uncontrolled HTML injection.

— from Six Patterns for Web Frontend Integration · INNOQ Podcast· Oct 26, 2026

LLMs exhibit a bias toward re-implementing functionality rather than reusing existing libraries, leading to potential security and maintenance issues. This bias must be actively countered through explicit context rules that enforce reuse.

Impact: Failing to address this bias results in increased technical debt and security vulnerabilities, as re-implemented code lacks the benefits of centralized updates and patches.

— from Agentic Development: Context as Core Competency · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow· Feb 17, 2026