Cutting LLM costs by passing context properly between tool calls

TODO: the pipeline, and what the bill looked like before you looked into it.

Where the tokens went

TODO: how you traced token spend per step. The re-sent context you found.

What changed

TODO: what you pass forward between tool calls now, and what you drop.

Results

TODO: numbers after. What you would do differently.