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+have+expanded+their+capabilities+to+multimodal+contexts%252C+including+comprehensive+video+understanding.+However%252C+processing+extensive+videos+such+as+24-hour+CCTV+footage+or+full-length+films+presents+significant+challenges+due+to+the+vast+data+and+processing+demands.+Traditional+methods%252C+like+extracting+key+frames+or+converting+frames+to+text%252C+often+result+in+substantial+information+loss.+To+address+these+shortcomings%252C+we+develop+OmAgent%252C+efficiently+stores+and+retrieves+relevant+video+frames+for+specific+queries%252C+preserving+the+detailed+content+of+videos.+Additionally%252C+it+features+an+Divide-and-Conquer+Loop+capable+of+autonomous+reasoning%252C+dynamically+invoking+APIs+and+tools+to+enhance+query+processing+and+accuracy.+This+approach+ensures+robust+video+understanding%252C+significantly+reducing+information+loss.+Experimental+results+affirm+OmAgent%27s+efficacy+in+handling+various+types+of+videos+and+complex+tasks.+Moreover%252C+we+have+endowed+it+with+greater+autonomy+and+a+robust+tool-calling+system%252C+enabling+it+to+accomplish+even+more+intricate+tasks.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.96f5d7d364618be6c88b1a130fd360d8%3frik%3dknEowu9kMv67Mg%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Modal+Agent&FORM=IRPRST&ck=8EFD62DCF1776792AA9EDD590E13472C&selectedIndex=7&itb=0)
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