There was a paper[1] that showed taking a 600 mg of testosterone lead with no-exercise lead to more gains in strength and muscle size than a control group who did exercise and took a placebo. So some gains may just be "magic", but of course you won't look like Arnold.
[1] https://pubmed.ncbi.nlm.nih.gov/8637535/