Measure cached and quantized neural prediction and FUTO feasibility #15

Follow up #13 and PR #14 with isolated context-cache and quantized inference experiments on the frozen general-purpose fixtures. Preserve production behavior, report accuracy and at least 1,000 warm-query timings per measured mode, and investigate a faithful FUTO standalone benchmark. No promotion, desktop integration, model redistribution or release.