Why this exists
A five-slide Slide-Hustle run fell from roughly 28.5K to 3.6K tokens after stable CSS, brand rules, templates, and structured briefs were moved outside the conversation.
Free tool / local only
Compare a workflow that rebuilds everything with one that keeps stable knowledge in reusable templates. Your inputs stay in this browser.
About 87% below full regeneration.
This is an architecture comparison, not a model billing forecast. Actual usage varies by model, tokenizer, tools, caching, and output length.
A five-slide Slide-Hustle run fell from roughly 28.5K to 3.6K tokens after stable CSS, brand rules, templates, and structured briefs were moved outside the conversation.