Is there some goofy tricks with transistors? If so, I am really interested in knowing those.
There are, at least at radio frequencies.
Here's some:
1. Positive feedback. This can increase a transistor's gain, and, if associated with a tuned circuit, can narrow the bandwidth. An example is a regenerative receiver. A superregenerative receiver has the amplifier oscillating at a supersonic frequency to increase gain further.
2. Using one transistor to amplify twice. The idea here, again in a radio circuit, is you first amplify the incoming signal at radio frequencies, convert it to audio then use the same transistor stage to amplify at audio. So you make the transistor work twice as hard. An example is a 'reflex receiver'.
3. Using a transistor to oscillate at two frequencies and produce frequencies which are the sum and difference. Achieveable with a colpitts crystal oscillator with two crystals connected across each other (each in series with a capacitor). Dual gate MOSFETS can be used as oscillators and mixers, making a single device RF frequency converter possible.
4. Using a transistor to do two things in a transceiver. Though of mediocre performance a well-known transceiver called the Pixie uses the final amplifier transistor as a diode detector on receive, reducing the number of parts needed to make a transceiver.