Questions & Answers about Осенью я часто гуляю в парке.
Осенью is the instrumental case of the noun осень (autumn/fall).
For feminine nouns like осень, the instrumental singular ending is -ю:
- осень → осенью
Russian often uses the instrumental case (without a preposition) to say “in [a season]”:
- осенью – in (the) autumn
- зимой – in (the) winter
- весной – in (the) spring
- летом – in (the) summer
So осенью я часто гуляю в парке literally is “in-autumn I often walk in the park.”
Not in normal, everyday Russian.
- осенью is the natural, standard way to say “in autumn / in the fall.”
- в осени is grammatically possible but sounds poetic, old-fashioned, or unusual, and is rarely used in modern speech.
So for everyday conversation, always use осенью.