The Invisible Budget Crisis: How Reasoning Tokens Were Killing Gemma 4's Performance

Gemma 4's inability to complete code generation wasn't a model failure but an inference configuration problem—invisible reasoning tokens were consuming the entire token budget. This discovery challenges conventional wisdom about model limitations and demonstrates that proper tuning can unlock local AI for complex tasks like feature development. The hybrid approach of combining local Gemma 4 with cloud Claude suggests a practical, cost-effective path for sophisticated AI workflows without expensive API calls.