Underpinning all of these is an attempt to mitigate the largest problem that all agents have: Non-determinism. In other words, given a set of inputs (prompt, context, data), the output will differ due to some inherent randomness. By constraining the tasks and the context, we can improve response quality a lot, but there are two issues that must be solved by some kind of deterministic system, ideally built right into the tool calls:
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