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I know this is just a huge block of text but we’re actually getting somewhere!!!!!! The model can know reason after tool results and use that to generate responses!!!! It’s a rather simple thing but important. For example, in one of my tests I asked it to create a file called numbers.txt and put the numbers 1,2,3,4,5 in it. Then I asked it to read the file and tell me the sum. The flow looks like this: Input -> Tool Call(write_file) -> process tool result and check against original user input -> Tool Call(read_file) -> process tool result -> check against original user request -> reasoning -> response!!!! EDIT: the screenshot is an image of the results of some tests I ran.

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