"As vehicles generate ever-growing amounts of driving data, trust has become just as important as technology. Rather than introducing a single new invention, this work shows how existing vehicle data can be made reliable, understandable, and useful for communities, cities, and public systems. By treating vehicle data as a shared diary, it offers a practical path toward safer and more responsible smart transportation."