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What burner are you using and what is its orientation?
My (fairly limited) experience is that a purpose-built HT forge really benefits from very precisely-adjustable fuel:air control. It can be a blown burner with fine adjustment on both air and fuel, or it can be a Naturally Aspirated burner with a screw-adjustable choke. I use a British-made NA gas mixer (an "Amal atmospheric injector". For anyone going that route, the ones factory-jetted for Butane work better in Propane forges than the ones factory-jetted for Propane) which has BSP threads, so may not be user-friendly for those in the USA.
The cheaper range of Devil Forge NA burners have a screw-adjusted choke and will do the job. Their more expensive "pro" burners have sliding chokes. Sliding chokes are really frustrating and the tendency is to make adjustments which take the temperature too high, then too low, almost continuously.
By choking down a NA burner or greatly increasing the fuel compared to the air in a blown burner, the mixture becomes very rich and the flame temperature reduces. Lots of Carbon Monoxide is formed, so the forge needs to be used outdoors (death tends not to improve your knifemaking). The extremely rich mixture reduces scaling and seems to reduce decarb as well.