This single-center, single-arm, prospective study plans to enroll patients with advanced colorectal cancer who have failed first-line or higher systemic therapies. Participants will receive a combination of iparomlimab and tuvonralimab (QL1706), trifluridine/tipiracil (TAS-102), bevacizumab, and palliative radiotherapy. The efficacy and safety of this combination therapy will be evaluated by assessing objective response rate (ORR), progression-free survival (PFS), overall survival (OS), disease control rate (DCR), and safety profile.