diff --git a/devices/rtx/device/gpu/gpu_objects.h b/devices/rtx/device/gpu/gpu_objects.h
index 88a5dc17c..1fc0a6bbe 100644
--- a/devices/rtx/device/gpu/gpu_objects.h
+++ b/devices/rtx/device/gpu/gpu_objects.h
@@ -833,12 +833,18 @@ struct WorldGPUData
 
   // Power-proportional Light Pick (built in World::buildInstanceLightGPUData).
   // Normalized cumulative Pick Power over lightInstances (length
-  // numLightInstances, last entry == 1); pick a slot with inverseSampleCDF. The
-  // slot's discrete pick probability is lightPickCdf[i]-lightPickCdf[i-1].
-  // Double so a dim light's mass (below float epsilon of the total) is
-  // preserved as a nonzero interval — else it is unselectable while the
-  // hit-side pNee is still positive, biasing the deposit's MIS weight.
+  // numLightInstances, last entry == 1); pick a slot with inverseSampleCDF.
+  // Double so a dim light's mass (below float epsilon of the total) survives the
+  // adjacent-difference of two ≈1.0 CDF values — else it is unselectable while
+  // the hit-side pNee is still positive, biasing the deposit's MIS weight. (The
+  // 24-bit pick sample floors selection at ~2^-24 regardless; the double CDF only
+  // widens which dim slots the differencing can resolve, not which are reachable.)
   const double *lightPickCdf;
+  // Per-slot discrete pick probability power_i/total (length numLightInstances),
+  // precomputed host-side. Read this directly instead of differencing adjacent
+  // lightPickCdf entries: a standalone float represents a selected dim light's
+  // mass accurately, where the adjacent-difference of two ≈1.0 values would not.
+  const float *lightPickDelta;
   float totalLightPower; // sum of un-normalized instance Pick Powers
   float hdriPower; // subset sum over HDRI instances (env-MIS pick probability)
   float sceneRadius; // bounding-sphere radius, for the ambient term's power
diff --git a/devices/rtx/device/renderer/Interactive_ptx.cu b/devices/rtx/device/renderer/Interactive_ptx.cu
index 173da0b95..f53d64368 100644
--- a/devices/rtx/device/renderer/Interactive_ptx.cu
+++ b/devices/rtx/device/renderer/Interactive_ptx.cu
@@ -184,8 +184,9 @@ struct InteractiveShadingPolicy
           idx = glm::min(size_t(detail::inverseSampleCDF(
                              world.lightPickCdf, int(numLights), u)),
               numLights - 1);
-          const float lo = idx > 0 ? world.lightPickCdf[idx - 1] : 0.0f;
-          pPick = world.lightPickCdf[idx] - lo;
+          // Precomputed per-slot mass (power_i/total). Read raw: this pick pool
+          // has no ambient stratum, unlike Quality's instancePickProbability.
+          pPick = world.lightPickDelta[idx];
         } else {
           idx = glm::min(size_t(u * float(numLights)), numLights - 1);
           pPick = 1.0f / float(numLights);
diff --git a/devices/rtx/device/renderer/Quality_ptx.cu b/devices/rtx/device/renderer/Quality_ptx.cu
index 75509671a..7dcaa3e1c 100644
--- a/devices/rtx/device/renderer/Quality_ptx.cu
+++ b/devices/rtx/device/renderer/Quality_ptx.cu
@@ -169,19 +169,17 @@ VISRTX_DEVICE size_t pickLightInstance(const WorldGPUData &world, float u)
 }
 
 // Discrete probability that pickLightInstance selected `idx`, folded with the
-// ambient stratum so P(pick) sums to 1 across every pick candidate. The CDF is
-// normalized by totalLightPower, so its per-slot delta is
-// power_i/totalLightPower.
+// ambient stratum so P(pick) sums to 1 across every pick candidate. lightPickDelta
+// holds power_i normalized by the double cumulative total, so folding in
+// totalLightPower/totalPower reweights it onto the ambient-inclusive partition.
 VISRTX_DEVICE float instancePickProbability(
     const WorldGPUData &world, size_t idx, float totalPower)
 {
-  // Double delta: the CDF preserves masses below float epsilon, so the delta of
-  // adjacent entries must be differenced in double or a dim light's interval
-  // collapses to zero here even though it is selectable.
-  const double lo = idx > 0 ? world.lightPickCdf[idx - 1] : 0.0;
-  const double conditional = world.lightPickCdf[idx] - lo;
-  return float(
-      conditional * double(world.totalLightPower) / double(totalPower));
+  // Read the precomputed per-slot mass (power_i/total): a dim light's interval,
+  // stored directly as float, survives here — differencing adjacent ≈1.0 CDF
+  // entries at float would collapse it even though the double CDF made it
+  // selectable.
+  return world.lightPickDelta[idx] * world.totalLightPower / totalPower;
 }
 
 // Aggregate probability that the Light Pick lands on the HDRI environment. Both
diff --git a/devices/rtx/device/world/World.cpp b/devices/rtx/device/world/World.cpp
index 4ad294d28..5417218eb 100644
--- a/devices/rtx/device/world/World.cpp
+++ b/devices/rtx/device/world/World.cpp
@@ -217,6 +217,7 @@ WorldGPUData World::gpuData() const
   retval.numHdriLightInstances = m_instanceHdriLightGPUData.size();
 
   retval.lightPickCdf = m_lightPickCdf.dataDevice();
+  retval.lightPickDelta = m_lightPickDelta.dataDevice();
   retval.totalLightPower = m_totalLightPower;
   retval.hdriPower = m_hdriPower;
   retval.sceneRadius = m_sceneRadius;
@@ -592,10 +593,11 @@ void World::buildInstanceLightGPUData()
       geometryLights,
       totalHdriLights);
 
-  // Allocate both arrays
+  // Allocate the instance-data, HDRI, and pick arrays.
   m_instanceLightGPUData.resize(totalLights);
   m_instanceHdriLightGPUData.resize(totalHdriLights);
   m_lightPickCdf.resize(totalLights);
+  m_lightPickDelta.resize(totalLights);
 
   // Bounding-sphere radius over the committed scene, sizing the infinite
   // lights' Pick Power. Fall back to unit radius so an empty scene still
@@ -626,6 +628,7 @@ void World::buildInstanceLightGPUData()
   // Filled with each instance's raw Pick Power, then normalized into the
   // cumulative CDF in place once the total is known.
   auto *pickCdf = m_lightPickCdf.dataHost();
+  auto *pickDelta = m_lightPickDelta.dataHost();
   m_totalLightPower = 0.0f;
   m_hdriPower = 0.0f;
 
@@ -700,6 +703,9 @@ void World::buildInstanceLightGPUData()
   // stays positive — bias. The double total makes the last entry exactly 1.0
   // and preserves those masses. A zero total (every light dark) leaves the CDF
   // unused: uniform pick.
+  // All-dark: pickDelta is zeroed here and pickCdf stays at its zero raw powers
+  // (never renormalized), so the uniform-pick fallback reads neither.
+  std::fill(pickDelta, pickDelta + totalLights, 0.0f);
   if (m_totalLightPower > 0.0f) {
     double total = 0.0;
     for (size_t i = 0; i < totalLights; ++i)
@@ -707,6 +713,10 @@ void World::buildInstanceLightGPUData()
     const double invTotal = total > 0.0 ? 1.0 / total : 0.0;
     double cumulative = 0.0;
     for (size_t i = 0; i < totalLights; ++i) {
+      // delta from the raw power (still in pickCdf[i]) before it is overwritten
+      // by the cumulative value; storing the mass directly as float avoids the
+      // adjacent-difference of two ≈1.0 doubles the kernel used to do.
+      pickDelta[i] = float(pickCdf[i] * invTotal);
       cumulative += pickCdf[i];
       pickCdf[i] = cumulative * invTotal;
     }
@@ -715,6 +725,7 @@ void World::buildInstanceLightGPUData()
   m_instanceLightGPUData.upload();
   m_instanceHdriLightGPUData.upload();
   m_lightPickCdf.upload();
+  m_lightPickDelta.upload();
 }
 
 } // namespace visrtx
diff --git a/devices/rtx/device/world/World.h b/devices/rtx/device/world/World.h
index 8a9194870..536302efe 100644
--- a/devices/rtx/device/world/World.h
+++ b/devices/rtx/device/world/World.h
@@ -116,6 +116,8 @@ struct World : public Object
 
   // Power-proportional Light Pick, rebuilt with the light instances.
   HostDeviceArray<double> m_lightPickCdf;
+  // Per-slot discrete pick probability (power_i/total), parallel to m_lightPickCdf.
+  HostDeviceArray<float> m_lightPickDelta;
   float m_totalLightPower{0.f};
   float m_hdriPower{0.f};
   float m_sceneRadius{0.f};