Quick pause before we go further. Levels 3 through 5 are the building blocks for everything that follows. LLMs are unpredictably good at some things and bad at others, and you need to develop an intuition for where those edges are before stacking more automation on top. If your context is noisy, your prompts are under- or misspecified, or your tools are poorly described, levels 6 through 8 just amplify the mess.
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However, under inspection these prove to be superficial constraints at best — mere roadblocks that can be worked around, or sidestepped altogether.
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