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lao shi said..http://www.windsurfermag.com/magazine/windsurf-speed-sailing-slingshot/?params=MjR8Mjg0fDA=Why say it in Chinese when someone else has already said it?

Doesn't mean you will understand it though!
Getting the board to feel like it is about to flip (right up on the fin) and then bearing away in the dark patch of the gust in the flattest water is the ideal.
Hard bear away gives good acceleration but you can quickly lose speed. A more gradual bear away keeping some load on the fin wil be better for 10sec speed.
Weight jacket definitely makes a difference for lighter sailors.
Agree with Lao and others^, 37 on a 115 is good keep it up, try it on a 104 quad for some extra encouragement / development

Depending on how good a smaller fin is, around the 23cm -28cm size will help. Learn to sail underfinned across the wind finding out how much you can load it up before it lets go. Then as ou bear away off the wind and the pressure on the fin becomes less learn to transfer pressure back to it, to help adjust the board trim to get it to fly off the tail / fin. Techique/harness line length and fin drag I would consider to be most inhibiting factor for someone wanting to sail fast. .
Move your mast foot back if the water is not releasing at least halfway between the front and rear straps. Bag out your sail, in the extreme you almost want it still pulling your arms out of their sockets when going deep off the wind as you load up gradually for the so called slingshot.
Once sending it downwind the pressure or pulling forward should ease a little as you accelerate up to max speed. If you feel under powered at this point you may need to rig bigger.
Does not matter what you ride, learn to ride what ever setup you have fast through developing good technique and adjusting as such to accommodate your kits short comings in the speed department. With 12'6" SUP's able to do well over 30 and wave boards 40 with wave fins in them on flat water, technique, experience is a factor, enjoy the challenge that is windsurfing it will last oneself a lifetime.
Ps: I will try get Barn to extend on is excellent Holy Hydronamic Lift pics and do one for the Slingshot