Translate calibration algorithms - such as dark/offset correction, non-uniformity correction (NUC), radiometric gain and linearity, bad-pixel identification and replacement, and band-to-band registration - from research prototypes into hardened, well-tested production code, and own the testing strategy across unit, integration, and regression suites over representative lab and on-orbit datasets. Work cross-functionally with calibration scientists, IR instrument engineers, and product teams to build and maintain operational calibration services and ensure the scientific quality, quantitative validation, and radiometric integrity of Muon''s IR data products - including uncertainty budgets and cross-calibration against on-board calibrators, blackbody references, and vicarious calibration sites.