This phase I/II trial is studying the side effects and best dose of everolimus when given together with sorafenib tosylate and to see how well they work in treating patients with advanced solid tumors and metastatic pancreatic cancer that does not respond to gemcitabine hydrochloride. Sorafenib tosylate and everolimus may stop the growth of tumor cells by blocking some of the enzymes needed for cell growth. Sorafenib tosylate may also stop the growth of pancreatic cancer by blocking blood flow to the tumor. Giving sorafenib tosylate together with everolimus may kill more tumor cells.