LLMs do not revoke ambiguity from the English language.. Look, if you prefer to use this as part of your workflow and you understand the language and paradigms being chosen by the LLM on your behalf, and can manage to produce extensible code with it, then that's a matter of preference and if you find yourself more productive that way, all power to you.
But when you say English as a programming language, you're implying that we have bypassed its ambiguity. If this was actually possible, we would have an English compiler, and before you suggest LLMs are compilers, they require context. Yes, you can produce code from English but it's entirely non-deterministic, and they also fool you into thinking because they can reproduce in-training material, they will be just as competent at something actually novel.
Your point about waiting on an engineer for a PR is actually moot. What is the goal? Ship a prototype? Build maintainable software? If it's the latter, agents may cost less but they don't remove your personal cognitive load. Because you can't actually let the agent develop truly unattended, you still have to review, validate and approve. And if it's hot garbage you need to spin it all over and hope it works.
So even if you are saving on a single engineer's cost, you have to count your personal cost of baby sitting this "agent". Assuming that you are designing the entire stack this can go better, but if you "forget the code even exits" and let the model also architect your stack for you then you are likely just wasting token money on proof-of-concepts rather than creating a real product.
I also find interesting that so many cult followers love to dismiss other humans in favor of this technology as if it already provides all the attributes that humans possess. As far as I'm concerned cognitive load can still only be truly decreased by having an engineer who understands your product and can champion it foward. Understanding the goal and the mission in real meaningful ways.
But when you say English as a programming language, you're implying that we have bypassed its ambiguity. If this was actually possible, we would have an English compiler, and before you suggest LLMs are compilers, they require context. Yes, you can produce code from English but it's entirely non-deterministic, and they also fool you into thinking because they can reproduce in-training material, they will be just as competent at something actually novel.
Your point about waiting on an engineer for a PR is actually moot. What is the goal? Ship a prototype? Build maintainable software? If it's the latter, agents may cost less but they don't remove your personal cognitive load. Because you can't actually let the agent develop truly unattended, you still have to review, validate and approve. And if it's hot garbage you need to spin it all over and hope it works.
So even if you are saving on a single engineer's cost, you have to count your personal cost of baby sitting this "agent". Assuming that you are designing the entire stack this can go better, but if you "forget the code even exits" and let the model also architect your stack for you then you are likely just wasting token money on proof-of-concepts rather than creating a real product.
I also find interesting that so many cult followers love to dismiss other humans in favor of this technology as if it already provides all the attributes that humans possess. As far as I'm concerned cognitive load can still only be truly decreased by having an engineer who understands your product and can champion it foward. Understanding the goal and the mission in real meaningful ways.