diff --git a/src/llama-quant.cpp b/src/llama-quant.cpp
index a369d50ffe..955e6c12fe 100644
--- a/src/llama-quant.cpp
+++ b/src/llama-quant.cpp
@@ -1257,6 +1257,32 @@ static std::unordered_map<std::string, ggml_type> target_bpw_type(
             info.candidate.swap(pruned);
         }
 
+        // Enforce convexity in (bytes, error) curve
+        {
+            const auto & c = info.candidate;
+            if (c.size() >= 3) {
+                std::vector<candidate_types> convex;
+                convex.reserve(c.size());
+                auto slope = [](const candidate_types & a, const candidate_types & b) -> double {
+                    const double dx = (double)b.bytes - (double)a.bytes;
+                    if (dx <= 0.0) { return infinity; }
+
+                    return ((double)b.error - (double)a.error) / dx;
+                };
+
+                for (const auto & p : c) {
+                    while (convex.size() >= 2) {
+                        double s1 = slope(convex[convex.size() - 2], convex[convex.size() - 1]);
+                        double s2 = slope(convex[convex.size() - 1], p);
+                        if (s2 + epsilon < s1) { convex.pop_back(); }
+                        else { break; }
+                    }
+                    convex.push_back(p);
+                }
+                info.candidate.swap(convex);
+            }
+        }
+
         // Initialize choice at the smallest bpw candidate
         info.choice = 0;
         info.min_bpw = info.candidate.front().bpw;