{"i":128,"comparison":{"slug":"gemini-3-flash-vs-minimax-m2-5","a":"gemini-3-flash","b":"minimax-m2-5","title":"Gemini 3 Flash vs MiniMax M2.5","seoTitle":"Gemini 3 Flash vs MiniMax M2.5: measured benchmarks","description":"Gemini 3 Flash vs MiniMax M2.5: 3 measured metrics from 2 studies, with sample sizes, intervals and every failure counted.","verdict":"Gemini 3 Flash and MiniMax M2.5 share 3 measured metrics from 2 studies. No row separates them: every interval or run range overlaps, too few runs were recorded, no interval was recorded, or more is not better for that metric. The rows are 1 tie and 2 unclear; each row says why.","rows":{"$k":["metric","aValue","bValue","unit","aDisplay","bDisplay","winner","basis","studySlug","n","chartId","aN","bN","aContext","bContext","rangeKind","spanKind","aRange","bRange"],"$r":[["Resolved rate on the same 33 SWE-bench Verified instances",0.8182,0.697,"rate","82% (27/33)","70% (23/33)","tie","The 95% intervals overlap (Gemini 3 Flash 66% to 91%; MiniMax M2.5 53% to 83%), so this sample cannot separate them.","swe-bench-verified",33,"swebench-same-instance-leaderboard",33,33,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","ci95","ci95",[0.6561,0.9139],[0.5266,0.8262]],["Model calls per instance",54.2,58.4,"calls","54.2","58.4","unclear","More or fewer calls is not better or worse by itself; this row describes behaviour, not a winner.","swe-bench-verified",33,"swebench-model-calls",33,33,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","\u0001","\u0001","\u0001","\u0001"],["Recorded cost per resolved instance: Agent vs the public panel",0.436,0.107,"usd","$0.44","$0.11","unclear","No interval or range was recorded for either side, so the gap ($0.44 vs $0.11, 4.1x) is not tested against run-to-run variation.","cost-thought-experiments","\u0001","cost-per-resolved-agent-vs-panel",27,23,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","\u0001","\u0001","\u0001","\u0001"]]}}}