Hm, it's a curious configuration. Looks like the capacitor provides a hard start for the transistor, and then the resistor R1 could somewhat limit the action of the transistor.
First, forget about R1 and C1, and compute the Thevenin equivalent circuit of the POT + 10K resistor at the base. You get a voltage between Vcc and ground, depending on the wiper, and an equivalent series resistance of 10K plus the parallel combination of the two sides of the pot. So, in your case with Vcc=12.3V, if the wiper is at the middle, your transistor is driven by a voltage Vcc/2 = 6.15V and a series resistance of 10K+ 25K = 35K. This is a bad biasing scheme, as explained in previous posts.
If you introduce the 1K resistor R1, but for now forget about C1, this resistor goes in parallel with the Thevenin equivalent computed before. Since the Thevenin series resistance is 10K+, this brings the voltage at the base at least 9/10 times closer to Vcc than it was before, possibly not enough to drive the transistor at all. For example, with the wiper at the middle as before, if you parallel 1K to the 35K resistor, the voltage seen by the base rises from 6.15V to 12.13V. With a Veb of 0.18V the transistor won't turn on.
To activate the transistor you will have to take the wiper almost to earth, so the biasing reduces to: Vcc - 1k - base - 10k - ground. Even in that case, the voltage seen at the base is 10·Vcc/11 = 11.18V, with a Veb = 1.12V. This is barely enough to keep the darlington in the active region.
Now add the capacitor. If it starts uncharged, when you power the circuit on, the transistor will turn on very hard, since the base is at 0V. The transistor will saturate instantly, and the capacitor will charge very fast. During this time, you will get a very strong pulse of current into the load. Then, when the capacitor charges fully, the effect of R1 kicks in, and the Veb will fall so low that the transistor will barely keep active, so the current into the load will be very low. The biasing can't keep the transistor saturated after the initial pulse, since the 10K resistor doesn't allow for that much base current (10V drop at 1mA current, and the 1K resistor provides most of that mA, little left to the base to keep the darlington saturated).
Grounding the base of the darlington, even for a fraction of a ms, is mistreating the transistor. For a TIP105 the absolute maximum Veb is 5V, and for a brief time you'll be driving it well over that limit. Sorry, this is reverse voltage. What matters here is instantaneous base current, which I don't know if will be over 1A, the absolute maximum.