Newton's theory of gravity is a linear theory and when applied to a two body or Keplerian system is a predictable non chaotic system.
Add a third body and the ternary system does become chaotic recognized as early as 1890 by
Poincare.
In this case the evolution to a chaotic system is slow as one can make reasonably accurate predictions that span centuries.