The GITCO framework enhances the accuracy of Time Series Foundation Models by optimizing input context at inference time, effectively mitigating the issue of context poisoning. This approach has shown a notable improvement in forecast quality without altering model weights, indicating a significant advancement in the field of time series analysis.