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Smaller creatures like bacteria, amoeba or a fruitfly can go through thousands and thousands of generations within a few days to a few years.This makes the generalized processes behind evolution tractable in a lab. It's a typical situation in any lab experiment. For example one can't study the Dynamics of how a spacecraft will behave in space or in entry and landing in Mars, say. Then we create smaller prototypes and recreate some of the conditions of space or Mars in evacuated chambers, and see how the small model works. Fortunately for us, nature has created many organisms that are fast breeding, and can be studied in labs to understand the general evolutionary processes that can be used to understand what happened over the enormous eons of past epochs of earth.
For bird evolution, the evidence would be quite simple.
1)Birds have a series of unique anatomical features that no other living creature today possess.
2)If birds are descended from other forms, like dinosaurs, then we will discover dinosaurs that have some of these features as well.
3)Just before and immediately after the first occurrence of birds in the fossil record, we will also find dinosaurs that share many of the features that are today unique to birds.These will appear to be intermediate forms between birds and dinosaurs.
These are the predictions regarding what kind of fossils will be found in the specific period of history when birds first appeared on Earth.
If these predictions are found to be supported by discoveries, then the hypothesis that birds evolved from dinosaurs is validated.
Today there are many such fossil discoveries that have validated this hypothesis.
Sure, fast-breeding organisms exist, but we are not watching evolution occur. It’s a leap to compare this lab testing to speculated animal evolution.
Agreed, we can built models, to predict how similar but larger constructs will behave. That ‘s a good point in and of itself, but not sure if it relates so directly to evolution.