diff --git a/src/include/gridfire/engine/engine_graph.h b/src/include/gridfire/engine/engine_graph.h
index 5698cd47..4a1f2264 100644
--- a/src/include/gridfire/engine/engine_graph.h
+++ b/src/include/gridfire/engine/engine_graph.h
@@ -882,6 +882,7 @@ namespace gridfire::engine {
         mutable CppAD::ADFun<double> m_epsADFun; ///< CppAD function for the energy generation rate.
         mutable CppAD::sparse_jac_work m_jac_work; ///< Work object for sparse Jacobian calculations.
         mutable std::vector<double> m_local_abundance_cache;
+        mutable std::unordered_map<size_t, StepDerivatives<double>> m_stepDerivativesCache;
 
         bool m_has_been_primed = false; ///< Flag indicating if the engine has been primed.
 
diff --git a/src/include/gridfire/utils/hashing.h b/src/include/gridfire/utils/hashing.h
index 0905ada9..58922cf4 100644
--- a/src/include/gridfire/utils/hashing.h
+++ b/src/include/gridfire/utils/hashing.h
@@ -3,6 +3,7 @@
 #include <cstdint>
 #include <functional>
 
+#include "fourdst/composition/utils/composition_hash.h"
 #include "gridfire/exceptions/exceptions.h"
 #include "gridfire/reaction/reaction.h"
 
@@ -69,4 +70,21 @@ namespace gridfire::utils {
         seed ^= hasher(v) + 0x9e3779b9 + (seed << 6) + (seed >> 2);
         return seed;
     }
+
+    inline std::size_t hash_state(
+        const fourdst::composition::CompositionAbstract& comp,
+        const double T9,
+        const double rho,
+        const reaction::ReactionSet& reactions
+    ) noexcept {
+        constexpr std::size_t seed = 0;
+        std::size_t comp_hash = fourdst::composition::utils::CompositionHash::hash_exact(comp);
+        for (const auto& reaction : reactions) {
+            comp_hash = hash_combine(comp_hash, hash_reaction(*reaction));
+        }
+        std::size_t hash = hash_combine(seed, comp_hash);
+        hash = hash_combine(hash, std::bit_cast<std::size_t>(T9));
+        hash = hash_combine(hash, std::bit_cast<std::size_t>(rho));
+        return hash;
+    }
 }
diff --git a/src/lib/engine/engine_graph.cpp b/src/lib/engine/engine_graph.cpp
index e1999e87..34cf7152 100644
--- a/src/lib/engine/engine_graph.cpp
+++ b/src/lib/engine/engine_graph.cpp
@@ -147,6 +147,10 @@ namespace gridfire::engine {
         LOG_TRACE_L3(m_logger, "Calculating RHS and Energy in GraphEngine at T9 = {}, rho = {}.", T9, rho);
         const double Ye = comp.getElectronAbundance();
         if (m_usePrecomputation) {
+            const std::size_t state_hash = utils::hash_state(comp, T9, rho, activeReactions);
+            if (m_stepDerivativesCache.contains(state_hash)) {
+                return m_stepDerivativesCache.at(state_hash);
+            }
             LOG_TRACE_L3(m_logger, "Using precomputation for reaction rates in GraphEngine calculateRHSAndEnergy.");
             std::vector<double> bare_rates;
             std::vector<double> bare_reverse_rates;
@@ -164,7 +168,9 @@ namespace gridfire::engine {
             LOG_TRACE_L3(m_logger, "Precomputed {} forward and {} reverse reaction rates for active reactions.", bare_rates.size(), bare_reverse_rates.size());
 
             // --- The public facing interface can always use the precomputed version since taping is done internally ---
-            return calculateAllDerivativesUsingPrecomputation(comp, bare_rates, bare_reverse_rates, T9, rho, activeReactions);
+            StepDerivatives<double> result =  calculateAllDerivativesUsingPrecomputation(comp, bare_rates, bare_reverse_rates, T9, rho, activeReactions);
+            m_stepDerivativesCache.insert(std::make_pair(state_hash, result));
+            return result;
         } else {
             LOG_TRACE_L2(m_logger, "Not using precomputation for reaction rates in GraphEngine calculateRHSAndEnergy.");
             StepDerivatives<double> result = calculateAllDerivatives<double>(