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Great read! You might also find posts & links by @simonwillison.net on agents useful if you aren't already reading: simonwillison.net/tags/ai-agen...

Seriously: is the next step in evolution AI principals? AI principals would be agents that not only execute tasks but also define strategies, goals, and policies—essentially, they would take on a higher-order role.

In my opinion, those "higher order" roles for agents today require way too much context that LLM model driven decision making just won't every work well for. We need another once in a generation breakthrough to make it that good.