If so called gravity is weaker the higher you go, then why do so called space craft need to reach an escape velocity to get into so called space?
Sorry - but the premise of the question is incorrect - escape velocity is not required to get into space - it is required for an object to maintain an orbit around Earth and not require extra fuel.
Objects like the International Space Station and Communication satellites are propelled into orbits set distances and due to weak atmospheric drag(there is no hard line to the end of the atmosphere and the beginning of space) it will very slowly, lose velocity and being falling to Earth.
A thought experiment: Hold out your hand parallel to the Earth(say at 5 ft) with a bullet in your hand, now drop the bullet. It accelerates towards the earth at 32f/s/s.
Now if you fire a gun with the same bullet from the same height(5ft) as your first drop, parallel to the surface of the Earth - it will take the same amount of time for the bullet to hit the ground as it would if you just dropped it - remember there is no force pulling the bullet up even when fired from the gun.
Now the next experiment requires a lot more force. The bullet in the second experiment wasn't fast enough to escape falling back to Earth - but say this time, our bullet reaches 11.2km/s - by the time gravity has had enough time to accelerate the bullet 5ft towards the earth(remember it was fired at the same height of 5 ft) the Earth's surface has fallen further away (relative to the bullets perspective)
Ignoring atmospheric resistance and obstacles getting in the path of the bullet - gravity will never be able to pull the bullet down fast enough for it to hit the earth. The bullet has just achieved orbit of the Earth.
Again - escape velocity is not required for something to enter space. But it is the best way to put something into orbit around the Earth.