This manuscript is a speculative, hypothesis-driven preprint intended to explore an alternative interpretive framework for certain interstellar-object observations and unresolved SETI-era anomalies. All claims presented herein are explicitly non-conclusive and are offered as falsifiable conjectures rather than established results. The provisional designation “c-3I/ATLAS” is used solely as a placeholder for a candidate interstellar object discussed in public observational discourse, and does not imply official IAU confirmation. The purpose of this work is not to assert extraterrestrial intelligence, but to propose a coherent model that generates testable predictions, particularly in relation to Jovian encounters, non-ballistic acceleration, and transient electromagnetic emissions. The author welcomes critical evaluation, refutation, and observational constraints from the astrophysical community.