Independent film producer Ben Barnz once wrote a book about how difficult it was to adopt a daughter with his husband. That baby has since grown up to be a screenwriter as well — likely the youngest to have a new series. And “Genera+ion” (HBO Max, streaming), which she created with her other dad Daniel Barnz directing, is the most diverse, gender fluid high school series imaginable, with all manner of sexual orientation and sex in general. But the young cast is engaging and the dialog seems natural with angst that seems less weaponized than say, “Euphoria” (which is available on the same streaming service.

Joe Biden delivers a nationwide Presidential Address (CNN, MSNBC, CSPAN, 8 p.m.) that’s likely to bump network schedules as well. He’ll mark the one year anniversary of the declaration of the pandemic by the World Health Organization, a grim milestone that will also be covered on a number of specials noting it, on “Dateline” (NBC, 10 p.m.), “All in with Chris Hayes” (MSNBC, 8 p.m.) and a special called “Mission Possible: The Race for a Vaccine” (National Geographic, 10 p.m.). 

And though Biden once had one, it’s only coincidental that there’s a new documentary “My Beautiful Stutter” (Discovery +, streaming) about kids with stutters who meet at an arts school in New York. 

Two Finnish women seek to solve a series of murders in the new series “Cold Courage” (AMC+, streaming), based on the novels of Pekka Hiltunen.

“Station 19” (ABC, 8 p.m.) returns just in time for a crossover episode With “Grey’s Anatomy” (ABC, 9 p.m.).