I am solving for duopoly competition between two firms who decide a product characteristic and price.
I find that I get two different types of equilibria based on a parameter 'a' - with a discontinuity in firm profits as a result of the parameter value where equilibrium changes.
My question: Is such a shift in equilibrium (and resulting discontinuity in profits) based on parameter change possible? Are there any "simple" textbook examples of this situation for me to learn more?

Thanks for your help.
If you wrote the Cournot model down as something like $p = 1 - q_1 - q_2$, have $a$ be firm $1$'s marginal cost of production, but have firm $2$'s marginal cost be something like $$ c_2(a) = \begin{cases} a, & a < .25 \\ 0, & a \ge .25 \end{cases} $$ so the firms' costs are the same until $.25$, but then at $ a= .25$, firm 2's marginal costs crash to zero so its profits jump discretely while firm 1's profits drop because 2 has become so much more efficient. This will make the profit functions discontinuous.
Many models with the $\{$ cases with discontinuous jumps in the fundamentals will give you that kind of behavior, but you should be careful to make sure that the game is well-posed for each $a$.