With some pretty simple physics I could tell you with reasonable accuracy how long that cow will take to hit the ground. We can test it and find out how close I came (perhaps without the cow, but you know what I mean).The supply/demand curve IS an abstraction. The fact that mini economies-of-scale happens is a 2nd layer of complication. Increase demand more, and you'll find increased supply with diminishing returns of capital investment.
The criticism that the models predict a drive to equilibrium is valid, but the models also predict a drive to an average. Not really the same thing.
I dunno, this is a bit like calling physics 'wrong' because you're dropping a real cow from an airplane and not a spherical, frictionless, cow.
Many of the models are useful. They're also handy because they have pretty nicely defined terms and concepts, which speeds up discussion. The fact that we're people and not homo economicus can be used within the discussion framework. They just don't be able to seem to flit between using currency as an accounting short-hand and as a legal entity.
Economics has a huge psychology component, and the field is only just beginning to flirt with realizing that. And unlike, say, animal psychology experiments, even telling people
There are other bits of physics where we cannot check so easily, but they are built on logical steps from rules that have been defined by empirical observation, and we believe them. I am thinking of the red shift for example.
Neither of these seem true for economics. It does not make verifiable predictions about the future with the accuracy of physics. It does not have a foundation of empirical evidence and a solid logical derivation from them to its useful conclusions.
Even your simple statement "Increase demand more, and you'll find increased supply with diminishing returns of capital investment" does not seem accurate. Does Huawei have a lower ROI than Blackberry because it started later, or Kia than Rover? Bollywood than Hollywood? If we list companies in a sector, how much of the variance in ROI is explained by incorporation date? Are you making a statement of fact, a statistical hypothesis or a belief?