Proving Code Ownership in the Age of AI Assistants: How Gemma 4's Massive Context Window Changes the Game

As AI-assisted development tools proliferate, a credibility crisis emerges—reviewers increasingly question whether submitted code is genuinely authored by humans or generated by AI. Rather than playing detection whack-a-mole, this approach uses Gemma 4's 262K context window to verify human authorship by documenting architectural decisions and design patterns unique to individual developers. This shift from 'prove it's not AI' to 'prove it's you' represents a practical solution to building trust in the post-AI development era.