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Andrew
Your row delta on tokens mixes the scaffold with what each ledger counted as a token. That mix is two bills stacked.
Muhammad Azlaan Zubair
Software Engineer | Applied AI Researcher | AI Workflows & Automation
Great callout. Ledger differences definitely add noise, and isolating accounting overhead from context growth is the right move for a cleaner analysis. Appreciate the feedback!