The AI will run whatever command it figures out might work, which might be wasteful and taint the context with useless crap. But when you give it tools for ret

The AI will run whatever command it figures out might work, which might be wasteful and taint the context with useless crap. But when you give it tools for retrieving all client+server logs combined (for a web application), it can use it and just get what it needs as simply as possible. Or it'll start finding a function by digging around code files with grep, if you provide a tool that just lists all functions, their parameters and locations, it'll find the exact spot in one go.