The video above is from ABC13's 24/7 livestream.
The suspect is described as a Hispanic or Native American man with black hair wearing all-black clothing.
At about 3:45 a.m., Memorial Villages police reported that the suspect fled on foot in the 1000 block of River Bend Drive towards Buffalo Bayou.
After searching the area, police said they cleared the perimeter but did not locate the fugitive.
Authorities are still patrolling the area and have urged residents to report suspicious persons or activity to their dispatch at 713-365-3700.