The Short Version
The evidence shows the immediate trigger was Rome’s conflict with Tarentum. After naval and diplomatic clashes, Tarentum asked Pyrrhus of Epirus for help, and his intervention turned that local dispute into the Pyrrhic War. Pyrrhus’s personal ambitions may have influenced his decision, but they do not displace Tarentum–Rome hostilities as the precipitating cause.