The oldest known residents are Tufani Yadav and Anant Mahto, the offspring of whom form almost one-quarter of the current village population.

He was active since 1931 and, after independence, continued his work to synergize the attitudes of the police and local administration, and instill self-confidence, reliance, and respect among people.

The number of engineers, doctors, educators, entrepreneurs, and other professions has increased since independence in 1947, which led to rapid growth in art and culture related activities.

Sanjay Guruji introduced the village cultural program in the 1990s, which usually takes place on every Basant Panchami.

elections, Gulni was a gram panchayat (the smallest democratic unit in the Indian political system).

Gulni Madhopur's economy is mostly composed of the service, crop agriculture, and brick production industries.

A large number of people have migrated to different parts of India and the Americas in search of sustainable access to development opportunities.