diff --git a/src/include/gridfire/engine/engine_graph.h b/src/include/gridfire/engine/engine_graph.h
index ef972995..71ce37e5 100644
--- a/src/include/gridfire/engine/engine_graph.h
+++ b/src/include/gridfire/engine/engine_graph.h
@@ -18,6 +18,7 @@
 #include <vector>
 #include <memory>
 #include <ranges>
+#include <functional>
 
 #include <boost/numeric/ublas/matrix_sparse.hpp>
 
@@ -707,6 +708,7 @@ namespace gridfire {
          * @param rho Density in g/cm^3.
          * @param Ye
          * @param mue
+         * @param speciesIDLookup
          * @return Molar flow rate for the reaction (e.g., mol/g/s).
          *
          * This method computes the net rate at which the given reaction proceeds
@@ -716,14 +718,17 @@ namespace gridfire {
         T calculateMolarReactionFlow(
             const reaction::Reaction &reaction,
             const std::vector<T>& Y,
-            const T T9,
-            const T rho, T Ye, T mue
+            T T9,
+            T rho,
+            T Ye,
+            T mue,
+            const std::function<std::optional<size_t>(const fourdst::atomic::Species &)>&speciesIDLookup
         ) const;
 
         template<IsArithmeticOrAD T>
         T calculateReverseMolarReactionFlow(
-            const T T9,
-            const T rho,
+            T T9,
+            T rho,
             std::vector<T> screeningFactors,
             const std::vector<T>& Y,
             size_t reactionIndex,
@@ -739,6 +744,7 @@ namespace gridfire {
          * @param rho Density in g/cm^3.
          * @param Ye
          * @param mue
+         * @param speciesLookup
          * @return StepDerivatives<T> containing dY/dt and energy generation rate.
          *
          * This method calculates the time derivatives of all species and the
@@ -748,7 +754,10 @@ namespace gridfire {
         [[nodiscard]] StepDerivatives<T> calculateAllDerivatives(
             const std::vector<T>& Y_in,
             T T9,
-            T rho, T Ye, T mue
+            T rho,
+            T Ye,
+            T mue,
+            std::function<std::optional<size_t>(const fourdst::atomic::Species &)> speciesLookup
         ) const;
 
         // /**
@@ -869,7 +878,8 @@ namespace gridfire {
         const T T9,
         const T rho,
         const T Ye,
-        const T mue
+        const T mue,
+        const std::function<std::optional<size_t>(const fourdst::atomic::Species &)> speciesLookup
     ) const {
         std::vector<T> screeningFactors = m_screeningModel->calculateScreeningFactors(
             m_reactions,
@@ -913,16 +923,21 @@ namespace gridfire {
         const T N_A = static_cast<T>(m_constants.Na); // Avogadro's number in mol^-1
         const T c = static_cast<T>(m_constants.c); // Speed of light in cm/s
 
-        // TODO: It may be prudent to introduce assertions here which validate units but will be removed in release builds (to ensure that unit inconsistencies do not creep in during future development)
-        //       libconstants already has units built in so this should be straightforward.
-
         // --- SINGLE LOOP OVER ALL REACTIONS ---
         for (size_t reactionIndex = 0; reactionIndex < m_reactions.size(); ++reactionIndex) {
             const auto& reaction = m_reactions[reactionIndex];
 
             // 1. Calculate forward reaction rate
             const T forwardMolarReactionFlow = screeningFactors[reactionIndex] *
-                calculateMolarReactionFlow<T>(reaction, Y, T9, rho, Ye, mue);
+                calculateMolarReactionFlow<T>(
+                    reaction,
+                    Y,
+                    T9,
+                    rho,
+                    Ye,
+                    mue,
+                    speciesLookup
+                );
 
             // 2. Calculate reverse reaction rate
             T reverseMolarFlow = static_cast<T>(0.0);
@@ -965,7 +980,8 @@ namespace gridfire {
         const T T9,
         const T rho,
         const T Ye,
-        const T mue
+        const T mue,
+        const std::function<std::optional<size_t>(const fourdst::atomic::Species &)>& speciesIDLookup
     ) const {
 
         // --- Pre-setup (flags to control conditionals in an AD safe / branch aware manner) ---
@@ -989,10 +1005,12 @@ namespace gridfire {
         // --- Loop through each unique reactant species and calculate the molar concentration for that species then multiply that into the accumulator ---
         for (const auto& [species_name, count] : reactant_counts) {
             // --- Resolve species to molar abundance ---
-            // PERF: Could probably optimize out this lookup
-            const auto species_it = m_speciesToIndexMap.find(m_networkSpeciesMap.at(species_name));
-            const size_t species_index = species_it->second;
-            const T Yi = Y[species_index];
+            // TODO: We need some way to handle the case when a species in the reaction is not part of the composition being tracked
+            const std::optional<size_t> species_index = speciesIDLookup(m_networkSpeciesMap.at(species_name));
+            if (!species_index.has_value()) {
+                return static_cast<T>(0.0); // If any reactant is not present, the reaction cannot proceed
+            }
+            const T Yi = Y[species_index.value()];
 
             // --- If count is > 1 , we need to raise the molar concentration to the power of count since there are really count bodies in that reaction ---
             molar_concentration_product *= CppAD::pow(Yi, static_cast<T>(count)); // ni^count
diff --git a/src/include/gridfire/exceptions/error_engine.h b/src/include/gridfire/exceptions/error_engine.h
index b7516b0f..b4fecd84 100644
--- a/src/include/gridfire/exceptions/error_engine.h
+++ b/src/include/gridfire/exceptions/error_engine.h
@@ -2,6 +2,7 @@
 
 #include <exception>
 #include <string>
+#include <utility>
 #include <vector>
 
 namespace gridfire::exceptions {
@@ -17,41 +18,41 @@ namespace gridfire::exceptions {
             int m_total_steps;
             double m_eps_nuc;
         };
-        explicit StaleEngineTrigger(const state &s)
-            :  m_state(s) {}
+        explicit StaleEngineTrigger(state s)
+            :  m_state(std::move(s)) {}
 
-        const char* what() const noexcept override{
+        [[nodiscard]] const char* what() const noexcept override{
             return "Engine reports stale state. This means that the caller should trigger a update of the engine state before continuing with the integration. If you as an end user are seeing this error, it is likely a bug in the code that should be reported. Please provide the input parameters and the context in which this error occurred. Thank you for your help!";
         }
 
-        state getState() const {
+        [[nodiscard]] state getState() const {
             return m_state;
         }
 
-        size_t numSpecies() const {
+        [[nodiscard]] size_t numSpecies() const {
             return m_state.m_Y.size();
         }
 
-        size_t totalSteps() const {
+        [[nodiscard]] size_t totalSteps() const {
             return m_state.m_total_steps;
         }
 
-        double energy() const {
+        [[nodiscard]] double energy() const {
             return m_state.m_eps_nuc;
         }
 
-        double getMolarAbundance(const size_t index) const {
+        [[nodiscard]] double getMolarAbundance(const size_t index) const {
             if (index > m_state.m_Y.size() - 1) {
                 throw std::out_of_range("Index out of bounds for molar abundance vector.");
             }
             return m_state.m_Y[index];
         }
 
-        double temperature() const {
+        [[nodiscard]] double temperature() const {
             return m_state.m_T9 * 1e9; // Convert T9 back to Kelvin
         }
 
-        double density() const {
+        [[nodiscard]] double density() const {
             return m_state.m_rho;
         }
     private:
@@ -61,10 +62,10 @@ namespace gridfire::exceptions {
 
     class StaleEngineError final : public EngineError {
     public:
-        explicit StaleEngineError(const std::string& message)
-            : m_message(message) {}
+        explicit StaleEngineError(std::string  message)
+            : m_message(std::move(message)) {}
 
-        const char* what() const noexcept override {
+        [[nodiscard]] const char* what() const noexcept override {
             return m_message.c_str();
         }
 
@@ -74,10 +75,10 @@ namespace gridfire::exceptions {
 
     class FailedToPartitionEngineError final : public EngineError {
     public:
-        explicit FailedToPartitionEngineError(const std::string& message)
-            : m_message(message) {}
+        explicit FailedToPartitionEngineError(std::string  message)
+            : m_message(std::move(message)) {}
 
-        const char* what() const noexcept override {
+        [[nodiscard]] const char* what() const noexcept override {
             return m_message.c_str();
         }
     private:
@@ -86,10 +87,10 @@ namespace gridfire::exceptions {
 
     class NetworkResizedError final : public EngineError {
     public:
-        explicit NetworkResizedError(const std::string& message)
-            : m_message(message) {}
+        explicit NetworkResizedError(std::string  message)
+            : m_message(std::move(message)) {}
 
-        const char* what() const noexcept override {
+        [[nodiscard]] const char* what() const noexcept override {
             return m_message.c_str();
         }
     private:
@@ -98,10 +99,10 @@ namespace gridfire::exceptions {
 
     class UnableToSetNetworkReactionsError final : public EngineError {
     public:
-        explicit UnableToSetNetworkReactionsError(const std::string& message)
-            : m_message(message) {}
+        explicit UnableToSetNetworkReactionsError(std::string  message)
+            : m_message(std::move(message)) {}
 
-        const char* what() const noexcept override {
+        [[nodiscard]] const char* what() const noexcept override {
             return m_message.c_str();
         }
 
diff --git a/src/include/gridfire/expectations/expected_engine.h b/src/include/gridfire/expectations/expected_engine.h
index 6c11daf6..dee766de 100644
--- a/src/include/gridfire/expectations/expected_engine.h
+++ b/src/include/gridfire/expectations/expected_engine.h
@@ -42,7 +42,7 @@ namespace gridfire::expectations {
         }
     };
 
-    struct StaleEngineError : EngineError {
+    struct StaleEngineError final : EngineError {
         StaleEngineErrorTypes staleType;
 
         explicit StaleEngineError(const StaleEngineErrorTypes sType)
diff --git a/src/include/gridfire/partition/composite/partition_composite.h b/src/include/gridfire/partition/composite/partition_composite.h
index 585b775a..133149a1 100644
--- a/src/include/gridfire/partition/composite/partition_composite.h
+++ b/src/include/gridfire/partition/composite/partition_composite.h
@@ -6,7 +6,6 @@
 #include "fourdst/logging/logging.h"
 
 #include <string>
-#include <unordered_map>
 #include <vector>
 
 #include <memory>
@@ -99,6 +98,6 @@ namespace gridfire::partition {
          * @return Unique pointer to a new PartitionFunction instance of the given type.
          * @throws std::runtime_error If the given type is not recognized.
 +         */
-         [[nodiscard]] std::unique_ptr<PartitionFunction> selectPartitionFunction(const BasePartitionType type) const;
+         [[nodiscard]] std::unique_ptr<PartitionFunction> selectPartitionFunction(BasePartitionType type) const;
      };
  }
\ No newline at end of file
diff --git a/src/include/gridfire/reaction/weak/weak.h b/src/include/gridfire/reaction/weak/weak.h
index 582bd196..d0865352 100644
--- a/src/include/gridfire/reaction/weak/weak.h
+++ b/src/include/gridfire/reaction/weak/weak.h
@@ -1,6 +1,6 @@
 #pragma once
 
-#define GRIDFIRE_WEAK_REACTION_LIB_SENTINEL -60.0
+#define GRIDFIRE_WEAK_REACTION_LIB_SENTINEL (-60.0)
 
 #include "gridfire/reaction/reaction.h"
 #include "gridfire/reaction/weak/weak_types.h"
@@ -541,21 +541,74 @@ namespace gridfire::rates::weak {
             m_atomic(ax, ay);
             rateConstant = static_cast<T>(ay[0]);
         } else { // The case where T is of type double
-            const std::expected<WeakRatePayload, InterpolationError> result = m_interpolator.get_rates(
+            std::expected<WeakRatePayload, InterpolationError> result = m_interpolator.get_rates(
                 static_cast<uint16_t>(m_reactant_a),
                 static_cast<uint8_t>(m_reactant_z),
                 T9,
-                log_rhoYe,
-                mue
+                log_rhoYe
             );
 
+            // TODO: Clean this up. When a bit of code needs this many comments to make it clear it is bad code
             if (!result.has_value()) {
-                const InterpolationErrorType type = result.error().type;
-                const std::string msg = std::format(
-                    "Failed to interpolate weak rate for (A={}, Z={}) at T9={}, log10(rho*Ye)={}, mu_e={} with error: {}",
-                    m_reactant.name(), m_reactant_a, m_reactant_z, T9, log_rhoYe, mue, InterpolationErrorTypeMap.at(type)
+                bool okayToClamp = true;
+                const auto&[errorType, boundsErrorInfo] = result.error();
+
+                // The logic here is
+                //   1. If there is any bounds error in T9 then we do not allow clamping. T9 should be a large enough grid
+                //      that the user should not be asking for values outside the grid.
+                //   2. If there is no bounds error in T9, but there is a bounds error in log_rhoYe, then we only allow
+                //      clamping if the query value is below the minimum of the grid. If it is above the maximum
+                //      of the grid, then we do not allow clamping. The reason for this is that at high density,
+                //      screening and other effects can make a significant difference to the rates, and
+                //      the user should be aware that they are asking for a value outside the grid.
+
+                // There are a couple of safety asserts in here that are only active in debug builds. These are to
+                // ensure that our assumptions about the error information are correct. These should really never
+                // be triggered, but if they are, they will help us to identify any issues.
+                if (errorType == InterpolationErrorType::BOUNDS_ERROR) {
+                    assert(boundsErrorInfo.has_value()); // must be true if type is BOUNDS_ERROR, removed in release builds
+
+                    if (boundsErrorInfo->contains(TableAxes::T9)) {
+                        okayToClamp = false;
+                    } else {
+                        assert(boundsErrorInfo->contains(TableAxes::LOG_RHOYE)); // must be true if T9 is not, removed in release builds
+                        const BoundsErrorInfo& boundsError = boundsErrorInfo->at(TableAxes::LOG_RHOYE);
+
+                        if (boundsError.queryValue > boundsError.axisMaxValue) {
+                            okayToClamp = false;
+                        }
+
+                        assert(boundsError.queryValue < boundsError.axisMinValue); // Given the above logic, this must be true, removed in release builds
+                    }
+                }
+
+                if (!okayToClamp) {
+                    const InterpolationErrorType type = result.error().type;
+                    const std::string msg = std::format(
+                        "Failed to interpolate weak rate for {} (A={}, Z={}) at T9={}, log10(rho*Ye)={}, with error: {}. Clamping disallowed due to either query value being out of bounds in T9 or being above the maximum in log10(rho*Ye).",
+                        m_reactant.name(), m_reactant_a, m_reactant_z, T9, log_rhoYe, InterpolationErrorTypeMap.at(type)
+                    );
+                    throw std::runtime_error(msg);
+                }
+
+                // In the case we get here the error was a bounds error in log_rhoYe and the query value was below the minimum of the grid
+                //   so the solution is to clamp the query value to the minimum of the grid and try again.
+                result = m_interpolator.get_rates(
+                    static_cast<uint16_t>(m_reactant_a),
+                    static_cast<uint8_t>(m_reactant_z),
+                    T9,
+                    boundsErrorInfo->at(TableAxes::LOG_RHOYE).axisMinValue
                 );
-                throw std::runtime_error(msg);
+
+                // Check the result again. If it fails this time then we have a real problem and we throw.
+                if (!result.has_value()) {
+                    const InterpolationErrorType type = result.error().type;
+                    const std::string msg = std::format(
+                        "After clamping, failed to interpolate weak rate for {} (A={}, Z={}) at T9={}, log10(rho*Ye)={}, with error: {}",
+                        m_reactant.name(), m_reactant_a, m_reactant_z, T9, log_rhoYe, InterpolationErrorTypeMap.at(type)
+                    );
+                    throw std::runtime_error(msg);
+                }
             }
             const WeakRatePayload payload = result.value();
             const double logRate = get_log_rate_from_payload(payload);
diff --git a/src/include/gridfire/reaction/weak/weak_interpolator.h b/src/include/gridfire/reaction/weak/weak_interpolator.h
index c5fdc63a..e1a7af52 100644
--- a/src/include/gridfire/reaction/weak/weak_interpolator.h
+++ b/src/include/gridfire/reaction/weak/weak_interpolator.h
@@ -2,6 +2,7 @@
 
 #include "gridfire/reaction/weak/weak_types.h"
 #include "fourdst/composition/atomicSpecies.h"
+#include "fourdst/logging/logging.h"
 
 #include <unordered_map>
 #include <cstdint>
@@ -66,7 +67,6 @@ namespace gridfire::rates::weak {
          * @param Z Proton number of the isotope.
          * @param t9 Temperature in GK (10^9 K).
          * @param log_rhoYe Log10 of rho*Ye (cgs density times electron fraction).
-         * @param mu_e Electron chemical potential (MeV).
          * @return expected<WeakRatePayload, InterpolationError>: payload on success;
          *         InterpolationError::UNKNOWN_SPECIES_ERROR if (A,Z) not present; or
          *         InterpolationError::BOUNDS_ERROR if any coordinate is outside the table
@@ -84,8 +84,7 @@ namespace gridfire::rates::weak {
             uint16_t A,
             uint8_t Z,
             double t9,
-            double log_rhoYe,
-            double mu_e
+            double log_rhoYe
         ) const;
 
         /**
@@ -100,7 +99,6 @@ namespace gridfire::rates::weak {
          * @param Z Proton number of the isotope.
          * @param t9 Temperature in GK (10^9 K).
          * @param log_rhoYe Log10 of rho*Ye (cgs density times electron fraction).
-         * @param mu_e Electron chemical potential (MeV).
          * @return expected<WeakRateDerivatives, InterpolationError>: derivative payload on success;
          *         otherwise an InterpolationError as described above.
          * @par Example
@@ -114,10 +112,10 @@ namespace gridfire::rates::weak {
             uint16_t A,
             uint8_t Z,
             double t9,
-            double log_rhoYe,
-            double mu_e
+            double log_rhoYe
         ) const;
     private:
+        quill::Logger* m_logger = fourdst::logging::LogManager::getInstance().getLogger("log");
         /**
          * @brief Pack (A,Z) into a 32-bit key used for the internal map.
          *
diff --git a/src/include/gridfire/reaction/weak/weak_types.h b/src/include/gridfire/reaction/weak/weak_types.h
index 793d4585..7ac3fa90 100644
--- a/src/include/gridfire/reaction/weak/weak_types.h
+++ b/src/include/gridfire/reaction/weak/weak_types.h
@@ -93,18 +93,18 @@ namespace gridfire::rates::weak {
     };
 
     /**
-     * @brief Partial derivatives of the log10() fields w.r.t. (T9, log10(rho*Ye), mu_e).
+     * @brief Partial derivatives of the log10() fields w.r.t. (T9, log10(rho*Ye)).
      *
-     * Array ordering is [d/dT9, d/dlogRhoYe, d/dMuE] for each corresponding field.
+     * Array ordering is [d/dT9, d/dlogRhoYe] for each corresponding field.
      */
     struct WeakRateDerivatives {
         // Each array holds [d/dT9, d/dlogRhoYe, d/dMuE]
-        std::array<double, 3> d_log_beta_plus;
-        std::array<double, 3> d_log_electron_capture;
-        std::array<double, 3> d_log_neutrino_loss_ec;
-        std::array<double, 3> d_log_beta_minus;
-        std::array<double, 3> d_log_positron_capture;
-        std::array<double, 3> d_log_antineutrino_loss_bd;
+        std::array<double, 2> d_log_beta_plus;
+        std::array<double, 2> d_log_electron_capture;
+        std::array<double, 2> d_log_neutrino_loss_ec;
+        std::array<double, 2> d_log_beta_minus;
+        std::array<double, 2> d_log_positron_capture;
+        std::array<double, 2> d_log_antineutrino_loss_bd;
     };
 
     /**
@@ -133,6 +133,19 @@ namespace gridfire::rates::weak {
         LOG_RHOYE, ///< log10(rho*Ye).
         MUE        ///< Electron chemical potential (MeV).
     };
+}
+
+// This need to be here to avoid compiler issues related to the order of specialization
+namespace std {
+    template <>
+    struct hash<gridfire::rates::weak::TableAxes> {
+        std::size_t operator()(gridfire::rates::weak::TableAxes t) const noexcept {
+            return std::hash<int>()(static_cast<int>(t));
+        }
+    };
+}
+
+namespace gridfire::rates::weak {
 
     /**
      * @brief Detailed bounds information for a BOUNDS_ERROR.
@@ -154,20 +167,20 @@ namespace gridfire::rates::weak {
         std::optional<std::unordered_map<TableAxes, BoundsErrorInfo>> boundsErrorInfo = std::nullopt;
     };
 
+
     /**
-     * @brief Regular 3D grid and payloads for a single isotope (A,Z).
+     * @brief Regular 2D grid and payloads for a single isotope (A,Z).
      *
      * Axes are monotonically increasing per dimension. Data vector is laid out in
      * row-major order with index computed as:
-     *   index = ((i_t9 * rhoYe_axis.size() + j_rhoYe) * mue_axis.size()) + k_mue
+     *
+     *   index = i_t9 * N_rhoYe + j_rhoYe
+     *
      */
     struct IsotopeGrid {
-        std::vector<double> t9_axis;   ///< Unique sorted T9 grid.
-        std::vector<double> rhoYe_axis;///< Unique sorted log10(rho*Ye) grid.
-        std::vector<double> mue_axis;  ///< Unique sorted mu_e grid.
-
-        // index = ((i_t9 * rhoYe_axis.size() + j_rhoYe) * mue_axis.size()) + k_mue
-        std::vector<WeakRatePayload> data; ///< Payloads at each grid node.
+        std::vector<double> t9_axis;    ///< Unique sorted T9 grid.
+        std::vector<double> rhoYe_axis; ///< Unique sorted log10(rho*Ye) grid.
+        std::vector<WeakRatePayload> data; ///< MuE axis for each (T9, log_rhoYe) pair (the table is ragged in mu_e). This is also where the payloads are stored.
     };
 
     /**
@@ -216,4 +229,5 @@ namespace gridfire::rates::weak {
             return os;
         }
     };
-}
\ No newline at end of file
+}
+
diff --git a/src/include/gridfire/solver/strategies/CVODE_solver_strategy.h b/src/include/gridfire/solver/strategies/CVODE_solver_strategy.h
index be986cda..6917a1e7 100644
--- a/src/include/gridfire/solver/strategies/CVODE_solver_strategy.h
+++ b/src/include/gridfire/solver/strategies/CVODE_solver_strategy.h
@@ -21,11 +21,15 @@
 
 // Include headers for linear solvers and N_Vectors
 // We will use preprocessor directives to select the correct ones
-#include <cvode/cvode.h>      // For CVDls (serial dense linear solver)
 #include <sundials/sundials_context.h>
 #include <sunmatrix/sunmatrix_dense.h>
 #include <sunlinsol/sunlinsol_dense.h>
 
+// These are the possible N_Vector implementations. We use the compiler defines to select the most appropriate one for the build.
+// If none are defined, we default to serial.
+
+// For precompiled binaries we will need to ensure that we have versions built for all three types (ideally with some runtime
+// checks that will fail gracefully if the user tries to use an unsupported type).
 #ifdef SUNDIALS_HAVE_OPENMP
     #include <nvector/nvector_openmp.h>
 #endif
@@ -103,7 +107,7 @@ namespace gridfire::solver {
          *    if present after a step, it is rethrown for upstream handling.
          *  - Prints/collects diagnostics per step (step size, energy, solver iterations).
          *  - On trigger activation, rebuilds CVODE resources to reflect a changed network and
-         *    reinitializes the state using the latest engine composition, preserving energy.
+         *    reinitialized the state using the latest engine composition, preserving energy.
          *  - At the end, converts molar abundances to mass fractions and assembles NetOut,
          *    including derivatives of energy w.r.t. T and rho from the engine.
          *
@@ -250,7 +254,7 @@ namespace gridfire::solver {
          * @brief Compute and print per-component error ratios; run diagnostic helpers.
          *
          * Gathers CVODE's estimated local errors, converts the state to a Composition, and prints a
-         * sorted table of species with highest error ratios; then invokes diagnostic routines to
+         * sorted table of species with the highest error ratios; then invokes diagnostic routines to
          * inspect Jacobian stiffness and species balance.
          */
         void log_step_diagnostics(const CVODEUserData& user_data) const;
diff --git a/src/include/gridfire/utils/logging.h b/src/include/gridfire/utils/logging.h
index e583dc71..261db620 100644
--- a/src/include/gridfire/utils/logging.h
+++ b/src/include/gridfire/utils/logging.h
@@ -1,10 +1,9 @@
 #pragma once
 
 #include "gridfire/engine/engine_abstract.h"
+#include "fourdst/composition/composition.h"
 
 #include <string>
-#include <vector>
-
 
 namespace gridfire::utils {
     /**
@@ -17,7 +16,7 @@ namespace gridfire::utils {
      *
      * @param engine A constant reference to a `DynamicEngine` object, used to
      *               calculate the species timescales.
-     * @param Y A vector of the molar abundances (mol/g) for each species.
+     * @param composition The current composition of the plasma
      * @param T9 The temperature in units of 10^9 K.
      * @param rho The plasma density in g/cm^3.
      * @return A std::string containing the formatted table of species and their
diff --git a/src/lib/engine/engine_graph.cpp b/src/lib/engine/engine_graph.cpp
index 39027f66..431a171e 100644
--- a/src/lib/engine/engine_graph.cpp
+++ b/src/lib/engine/engine_graph.cpp
@@ -79,7 +79,19 @@ namespace gridfire {
             // --- 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);
         } else {
-            return calculateAllDerivatives<double>(comp.getMolarAbundanceVector(), T9, rho, Ye, mue);
+            return calculateAllDerivatives<double>(
+                comp.getMolarAbundanceVector(),
+                T9,
+                rho,
+                Ye,
+                mue,
+                [&comp](const fourdst::atomic::Species& species) -> std::optional<size_t> {
+                    if (comp.contains(species)) {
+                        return comp.getSpeciesIndex(species); // Return the index of the species in the composition
+                    }
+                    return std::nullopt; // Species not found in the composition
+                }
+            );
         }
     }
 
@@ -305,11 +317,18 @@ namespace gridfire {
             return 0.0; // If reverse reactions are not used, return 0.0
         }
         const double temp = T9 * 1e9; // Convert T9 to Kelvin
-        const double Ye = comp.getElectronAbundance();
 
-        // TODO: This is a dummy value for the electron chemical potential. We eventually need to replace this with an EOS call.
-        const double mue = 5.0e-3 * std::pow(rho * Ye, 1.0 / 3.0) + 0.5 * T9;
+        // Reverse reactions are only relevant for strong reactions (at least during the vast majority of stellar evolution)
+        // So here we just let these be dummy values since we know
+        // 1. The reaction should always be strong
+        // 2. The strong reaction rate is independent of Ye and mue
+        //
+        // In development builds the assert below will confirm this
+        constexpr double Ye = 0.0;
+        constexpr double mue = 0.0;
 
+        // It is a logic error to call this function on a weak reaction
+        assert(reaction.type() != gridfire::reaction::ReactionType::WEAK);
 
         // In debug builds we check the units on kB to ensure it is in erg/K. This is removed in release builds to avoid overhead. (Note assert is a no-op in release builds)
         assert(Constants::getInstance().get("kB").unit == "erg / K");
@@ -317,7 +336,8 @@ namespace gridfire {
         const double kBMeV = m_constants.kB * 624151; // Convert kB to MeV/K NOTE: This relies on the fact that m_constants.kB is in erg/K!
         const double expFactor = std::exp(-reaction.qValue() / (kBMeV * temp));
         double reverseRate = 0.0;
-        const double forwardRate = reaction.calculate_rate(T9, rho, Ye, mue, comp.getMolarAbundanceVector(), m_indexToSpeciesMap);
+        // We also let Y be an empy vector since the strong reaction rate is independent of Y
+        const double forwardRate = reaction.calculate_rate(T9, rho, Ye, mue, {}, m_indexToSpeciesMap);
 
         if (reaction.reactants().size() == 2 && reaction.products().size() == 2) {
             reverseRate = calculateReverseRateTwoBody(reaction, T9, forwardRate, expFactor);
@@ -696,10 +716,20 @@ namespace gridfire {
 
         const double Ye = comp.getElectronAbundance();
 
-        // TODO: This is a dummy placeholder which must be replaced with an EOS call
-        const double mue = 5.0e-3 * std::pow(rho * Ye, 1.0 / 3.0) + 0.5 * T9;
-
-        return calculateMolarReactionFlow<double>(reaction, comp.getMolarAbundanceVector(), T9, rho, Ye, mue);
+        return calculateMolarReactionFlow<double>(
+            reaction,
+            comp.getMolarAbundanceVector(),
+            T9,
+            rho,
+            Ye,
+            0.0,
+            [&comp](const fourdst::atomic::Species& species) -> std::optional<size_t> {
+                if (comp.contains(species)) { // Species present in the composition
+                    return comp.getSpeciesIndex(species);
+                }
+                return std::nullopt; // Species not present
+            }
+        );
     }
 
     void GraphEngine::generateJacobianMatrix(
@@ -908,10 +938,20 @@ namespace gridfire {
         const double rho
     ) const {
         const double Ye = comp.getElectronAbundance();
-        // TODO: This is a dummy placeholder which must be replaced with an EOS call
-        const double mue = 5.0e-3 * std::pow(rho * Ye, 1.0 / 3.0) + 0.5 * T9;
 
-        auto [dydt, _] = calculateAllDerivatives<double>(comp.getMolarAbundanceVector(), T9, rho, Ye, mue);
+        auto [dydt, _] = calculateAllDerivatives<double>(
+            comp.getMolarAbundanceVector(),
+            T9,
+            rho,
+            Ye,
+            0.0,
+            [&comp](const fourdst::atomic::Species& species) -> std::optional<size_t> {
+                if (comp.contains(species)) { // Species present in the composition
+                    return comp.getSpeciesIndex(species);
+                }
+                return std::nullopt; // Species not present
+            }
+        );
         std::unordered_map<fourdst::atomic::Species, double> speciesTimescales;
         speciesTimescales.reserve(m_networkSpecies.size());
         for (const auto& species : m_networkSpecies) {
@@ -930,17 +970,39 @@ namespace gridfire {
         const double rho
     ) const {
         const double Ye = comp.getElectronAbundance();
-        // TODO: This is a dummy placeholder which must be replaced with an EOS call
-        const double mue = 5.0e-3 * std::pow(rho * Ye, 1.0 / 3.0) + 0.5 * T9;
+        const std::vector<double>& Y = comp.getMolarAbundanceVector();
+
+        auto speciesLookup = [&comp](const fourdst::atomic::Species& species) -> std::optional<size_t> {
+            if (comp.contains(species)) { // Species present in the composition
+                return comp.getSpeciesIndex(species);
+            }
+            return std::nullopt; // Species not present
+        };
+
+        auto [dydt, _] = calculateAllDerivatives<double>(
+            Y,
+            T9,
+            rho,
+            Ye,
+            0.0,
+            speciesLookup
+        );
 
-        auto [dydt, _] = calculateAllDerivatives<double>(comp.getMolarAbundanceVector(), T9, rho, Ye, mue);
         std::unordered_map<fourdst::atomic::Species, double> speciesDestructionTimescales;
         speciesDestructionTimescales.reserve(m_networkSpecies.size());
         for (const auto& species : m_networkSpecies) {
             double netDestructionFlow = 0.0;
             for (const auto& reaction : m_reactions) {
                 if (reaction->stoichiometry(species) < 0) {
-                    const auto flow = calculateMolarReactionFlow<double>(*reaction, comp.getMolarAbundanceVector(), T9, rho, Ye, mue);
+                    const auto flow = calculateMolarReactionFlow<double>(
+                        *reaction,
+                        Y,
+                        T9,
+                        rho,
+                        Ye,
+                        0.0,
+                        speciesLookup
+                    );
                     netDestructionFlow += flow;
                 }
             }
@@ -979,7 +1041,7 @@ namespace gridfire {
             m_logger->flush_log();
             throw std::runtime_error("Cannot record AD tape: No species in the network.");
         }
-        const size_t numADInputs = numSpecies + 2; // Note here that by not letting T9 and rho be independent variables, we are constraining the network to a constant temperature and density during each evaluation.
+        const size_t numADInputs = numSpecies + 2; // Y + T9 + rho
 
         // --- CppAD Tape Recording ---
         // 1. Declare independent variable (adY)
@@ -1004,13 +1066,22 @@ namespace gridfire {
         const CppAD::AD<double> adRho = adInput[numSpecies + 1];
 
         // Dummy values for Ye and mue to let taping happen
-        const CppAD::AD<double> adYe = 1.0;
-        const CppAD::AD<double> adMue = 1.0;
+        const CppAD::AD<double> adYe = 1e6;
+        const CppAD::AD<double> adMue = 10.0;
 
 
         // 5. Call the actual templated function
         // We let T9 and rho be constant, so we pass them as fixed values.
-        auto [dydt, nuclearEnergyGenerationRate] = calculateAllDerivatives<CppAD::AD<double>>(adY, adT9, adRho, adYe, adMue);
+        auto [dydt, nuclearEnergyGenerationRate] = calculateAllDerivatives<CppAD::AD<double>>(
+            adY,
+            adT9,
+            adRho,
+            adYe,
+            adMue,
+            [&](const fourdst::atomic::Species& querySpecies) -> size_t {
+                return m_speciesToIndexMap.at(querySpecies); // TODO: This is bad, needs to be fixed
+            }
+        );
 
         // Extract the raw vector from the associative map
         std::vector<CppAD::AD<double>> dydt_vec;
@@ -1049,10 +1120,19 @@ namespace gridfire {
         const CppAD::AD<double> adRho = adInput[numSpecies + 1];
 
         // Dummy values for Ye and mue to let taping happen
-        const CppAD::AD<double> adYe = 1.0;
+        const CppAD::AD<double> adYe = 1e6;
         const CppAD::AD<double> adMue = 1.0;
 
-        auto [dydt, nuclearEnergyGenerationRate] = calculateAllDerivatives<CppAD::AD<double>>(adY, adT9, adRho, adYe, adMue);
+        auto [dydt, nuclearEnergyGenerationRate] = calculateAllDerivatives<CppAD::AD<double>>(
+            adY,
+            adT9,
+            adRho,
+            adYe,
+            adMue,
+            [&](const fourdst::atomic::Species& querySpecies) -> size_t {
+                return m_speciesToIndexMap.at(querySpecies); // TODO: This is bad, needs to be fixed
+            }
+        );
 
         std::vector<CppAD::AD<double>> adOutput(1);
         adOutput[0] = nuclearEnergyGenerationRate;
@@ -1157,8 +1237,10 @@ namespace gridfire {
         if ( p != 0) { return false; }
         const double T9 = tx[0];
 
-        // TODO: Handle rho and Y
-        const double reverseRate = m_engine.calculateReverseRate(m_reaction, T9, 0, {});
+        // This is an interesting problem because the reverse rate should only ever be computed for strong reactions
+        // Which do not depend on rho or Y. However, the signature requires them...
+        // For now, we just pass dummy values for rho and Y
+        const double reverseRate = m_engine.calculateReverseRate(m_reaction, T9, 0.0, {});
         // std::cout << m_reaction.peName() << " reverseRate: " << reverseRate << " at T9: " << T9 << "\n";
         ty[0] = reverseRate; // Store the reverse rate in the output vector
 
@@ -1178,7 +1260,9 @@ namespace gridfire {
         const double T9 = tx[0];
         const double reverseRate = ty[0];
 
-        // TODO: Handle rho and Y
+        // This is an interesting problem because the reverse rate should only ever be computed for strong reactions
+        // Which do not depend on rho or Y. However, the signature requires them...
+        // For now, we just pass dummy values for rho and Y
         const double derivative = m_engine.calculateReverseRateTwoBodyDerivative(m_reaction, T9, 0, {}, reverseRate);
 
         px[0] = py[0] * derivative; // Return the derivative of the reverse rate with respect to T9
diff --git a/src/lib/engine/procedures/construction.cpp b/src/lib/engine/procedures/construction.cpp
index 02535ba3..544d6c72 100644
--- a/src/lib/engine/procedures/construction.cpp
+++ b/src/lib/engine/procedures/construction.cpp
@@ -25,10 +25,11 @@ namespace gridfire {
 
 
     ReactionSet build_nuclear_network(
-    const Composition& composition,
-    const rates::weak::WeakRateInterpolator& weak_interpolator,
-    BuildDepthType maxLayers,
-    bool reverse_reaclib) {
+        const Composition& composition,
+        const rates::weak::WeakRateInterpolator& weakInterpolator,
+        BuildDepthType maxLayers,
+        bool reverse
+    ) {
         int depth;
         if (std::holds_alternative<NetworkBuildDepth>(maxLayers)) {
             depth = static_cast<int>(std::get<NetworkBuildDepth>(maxLayers));
@@ -47,40 +48,52 @@ namespace gridfire {
         // Clone all relevant REACLIB reactions into the master pool
         const auto& allReaclibReactions = reaclib::get_all_reaclib_reactions();
         for (const auto& reaction : allReaclibReactions) {
-            if (reaction->is_reverse() == reverse_reaclib) {
+            if (reaction->is_reverse() == reverse) {
                 master_reaction_pool.add_reaction(reaction->clone());
             }
         }
 
-        for (const auto& parent_species: weak_interpolator.available_isotopes()) {
-            master_reaction_pool.add_reaction(
-                std::make_unique<rates::weak::WeakReaction>(
-                    parent_species,
-                    rates::weak::WeakReactionType::BETA_PLUS_DECAY,
-                    weak_interpolator
-                )
+        for (const auto& parent_species: weakInterpolator.available_isotopes()) {
+            std::expected<Species, fourdst::atomic::SpeciesErrorType> upProduct = fourdst::atomic::az_to_species(
+                parent_species.a(),
+                parent_species.z() + 1
             );
-            master_reaction_pool.add_reaction(
-                std::make_unique<rates::weak::WeakReaction>(
-                    parent_species,
-                    rates::weak::WeakReactionType::BETA_MINUS_DECAY,
-                    weak_interpolator
-                )
-            );
-            master_reaction_pool.add_reaction(
-                std::make_unique<rates::weak::WeakReaction>(
-                    parent_species,
-                    rates::weak::WeakReactionType::ELECTRON_CAPTURE,
-                    weak_interpolator
-                )
-            );
-            master_reaction_pool.add_reaction(
-                std::make_unique<rates::weak::WeakReaction>(
-                    parent_species,
-                    rates::weak::WeakReactionType::POSITRON_CAPTURE,
-                    weak_interpolator
-                )
+            std::expected<Species, fourdst::atomic::SpeciesErrorType> downProduct = fourdst::atomic::az_to_species(
+                parent_species.a(),
+                parent_species.z() - 1
             );
+            if (downProduct.has_value()) { // Only add the reaction if the Species map contains the product
+                master_reaction_pool.add_reaction(
+                    std::make_unique<rates::weak::WeakReaction>(
+                        parent_species,
+                        rates::weak::WeakReactionType::BETA_PLUS_DECAY,
+                        weakInterpolator
+                    )
+                );
+                master_reaction_pool.add_reaction(
+                    std::make_unique<rates::weak::WeakReaction>(
+                        parent_species,
+                        rates::weak::WeakReactionType::ELECTRON_CAPTURE,
+                        weakInterpolator
+                    )
+                );
+            }
+            if (upProduct.has_value()) { // Only add the reaction if the Species map contains the product
+                master_reaction_pool.add_reaction(
+                    std::make_unique<rates::weak::WeakReaction>(
+                        parent_species,
+                        rates::weak::WeakReactionType::BETA_MINUS_DECAY,
+                        weakInterpolator
+                    )
+                );
+                master_reaction_pool.add_reaction(
+                    std::make_unique<rates::weak::WeakReaction>(
+                        parent_species,
+                        rates::weak::WeakReactionType::POSITRON_CAPTURE,
+                        weakInterpolator
+                    )
+                );
+            }
         }
 
         // --- Step 2: Use non-owning raw pointers for the fast build algorithm ---
@@ -140,7 +153,13 @@ namespace gridfire {
                 break;
             }
 
-            LOG_TRACE_L1(logger, "Layer {}: Collected {} new reactions. New products this layer: {}", collectedReactionPtrs.size() - collectedReactionPtrs.size(), newProductsThisLayer.size());
+            LOG_TRACE_L1(
+                logger,
+                "Layer {}: Collected {} new reactions. New products this layer: {}",
+                layer,
+                collectedReactionPtrs.size() - collectedReactionPtrs.size(),
+                newProductsThisLayer.size()
+            );
             availableSpecies.insert(newProductsThisLayer.begin(), newProductsThisLayer.end());
             remainingReactions = std::move(reactionsForNextPass);
         }
diff --git a/src/lib/engine/procedures/priming.cpp b/src/lib/engine/procedures/priming.cpp
index 52673b0b..93ae9664 100644
--- a/src/lib/engine/procedures/priming.cpp
+++ b/src/lib/engine/procedures/priming.cpp
@@ -17,7 +17,7 @@ namespace gridfire {
     const reaction::Reaction* findDominantCreationChannel (
         const DynamicEngine& engine,
         const Species& species,
-        const fourdst::composition::Composition &comp,
+        const Composition &comp,
         const double T9,
         const double rho
     ) {
diff --git a/src/lib/engine/views/engine_multiscale.cpp b/src/lib/engine/views/engine_multiscale.cpp
index 81fc596a..a86791cb 100644
--- a/src/lib/engine/views/engine_multiscale.cpp
+++ b/src/lib/engine/views/engine_multiscale.cpp
@@ -17,7 +17,13 @@
 
 namespace {
     using namespace fourdst::atomic;
-    std::vector<double> packCompositionToVector(const fourdst::composition::Composition& composition, const gridfire::GraphEngine& engine) {
+    //TODO: Replace all calls to this function with composition.getMolarAbundanceVector() so that
+    //      we don't have to keep this function around. (Cant do this right now because there is not a
+    //      guarantee that this function will return the same ordering as the canonical vector representation)
+    std::vector<double> packCompositionToVector(
+        const fourdst::composition::Composition& composition,
+        const gridfire::GraphEngine& engine
+    ) {
         std::vector<double> Y(engine.getNetworkSpecies().size(), 0.0);
         const auto& allSpecies = engine.getNetworkSpecies();
         for (size_t i = 0; i < allSpecies.size(); ++i) {
@@ -780,6 +786,7 @@ namespace gridfire {
         LOG_TRACE_L1(m_logger, "Partitioning by timescale...");
         const auto result= m_baseEngine.getSpeciesDestructionTimescales(comp, T9, rho);
         const auto netTimescale = m_baseEngine.getSpeciesTimescales(comp, T9, rho);
+
         if (!result) {
             LOG_ERROR(m_logger, "Failed to get species destruction timescales due to stale engine state");
             m_logger->flush_log();
@@ -792,6 +799,14 @@ namespace gridfire {
         }
         const std::unordered_map<Species, double>& all_timescales = result.value();
         const std::unordered_map<Species, double>& net_timescales = netTimescale.value();
+
+        for (const auto& [species, destructionTimescale] : all_timescales) {
+            std::cout << "Species: " << species.name()
+                      << ", Destruction Timescale: " << (std::isfinite(destructionTimescale) ? std::to_string(destructionTimescale) : "inf")
+                      << " s, Net Timescale: " << (std::isfinite(net_timescales.at(species)) ? std::to_string(net_timescales.at(species)) : "inf")
+                      << " s\n";
+        }
+
         const auto& all_species = m_baseEngine.getNetworkSpecies();
 
         std::vector<std::pair<double, Species>> sorted_timescales;
@@ -1075,6 +1090,11 @@ namespace gridfire {
                     normalized_composition.setMassFraction(species, 0.0);
                 }
             }
+            bool normCompFinalizedOkay = normalized_composition.finalize(true);
+            if (!normCompFinalizedOkay) {
+                LOG_ERROR(m_logger, "Failed to finalize composition before QSE solve.");
+                throw std::runtime_error("Failed to finalize composition before QSE solve.");
+            }
 
             Eigen::VectorXd Y_scale(algebraic_species.size());
             Eigen::VectorXd v_initial(algebraic_species.size());
@@ -1330,10 +1350,18 @@ namespace gridfire {
         Eigen::VectorXd y_qse = m_Y_scale.array() * v_qse.array().sinh(); // Convert to physical abundances using asinh scaling
 
         for (const auto& species: m_qse_solve_species) {
-            if (!comp_trial.contains(species)) {
+            if (!comp_trial.hasSymbol(std::string(species.name()))) {
                 comp_trial.registerSpecies(species);
             }
-            comp_trial.setMassFraction(species, y_qse[static_cast<long>(m_qse_solve_species_index_map.at(species))]);
+            const double molarAbundance = y_qse[static_cast<long>(m_qse_solve_species_index_map.at(species))];
+            const double massFraction = molarAbundance * species.mass();
+            comp_trial.setMassFraction(species, massFraction);
+        }
+
+        const bool didFinalize = comp_trial.finalize(false);
+        if (!didFinalize) {
+            std::string msg = std::format("Failed to finalize composition (comp_trial) in {} at line {}", __FILE__, __LINE__);
+            throw std::runtime_error(msg);
         }
 
         const auto result = m_view->getBaseEngine().calculateRHSAndEnergy(comp_trial, m_T9, m_rho);
@@ -1357,10 +1385,18 @@ namespace gridfire {
         Eigen::VectorXd y_qse = m_Y_scale.array() * v_qse.array().sinh(); // Convert to physical abundances using asinh scaling
 
         for (const auto& species: m_qse_solve_species) {
-            if (!comp_trial.contains(species)) {
+            if (!comp_trial.hasSymbol(std::string(species.name()))) {
                 comp_trial.registerSpecies(species);
             }
-            comp_trial.setMassFraction(species, y_qse[static_cast<long>(m_qse_solve_species_index_map.at(species))]);
+            const double molarAbundance = y_qse[static_cast<long>(m_qse_solve_species_index_map.at(species))];
+            const double massFraction = molarAbundance * species.mass();
+            comp_trial.setMassFraction(species, massFraction);
+        }
+
+        const bool didFinalize = comp_trial.finalize(false);
+        if (!didFinalize) {
+            std::string msg = std::format("Failed to finalize composition (comp_trial) in {} at line {}", __FILE__, __LINE__);
+            throw std::runtime_error(msg);
         }
 
         m_view->getBaseEngine().generateJacobianMatrix(comp_trial, m_T9, m_rho);
@@ -1368,14 +1404,16 @@ namespace gridfire {
         const long N = static_cast<long>(m_qse_solve_species.size());
         J_qse.resize(N, N);
         long rowID = 0;
-        long colID = 0;
         for (const auto& rowSpecies : m_qse_solve_species) {
+            long colID = 0;
             for (const auto& colSpecies: m_qse_solve_species) {
-                J_qse(rowID++, colID++) = m_view->getBaseEngine().getJacobianMatrixEntry(
+                J_qse(rowID, colID) = m_view->getBaseEngine().getJacobianMatrixEntry(
                     rowSpecies,
                     colSpecies
                 );
+                colID += 1;
             }
+            rowID += 1;
         }
 
         // Chain rule for asinh scaling:
diff --git a/src/lib/partition/partition_ground.cpp b/src/lib/partition/partition_ground.cpp
index 1bc5c457..c65f4c41 100644
--- a/src/lib/partition/partition_ground.cpp
+++ b/src/lib/partition/partition_ground.cpp
@@ -19,7 +19,7 @@ namespace gridfire::partition {
         const int a,
         const double T9
     ) const {
-        LOG_TRACE_L2(m_logger, "Evaluating ground state partition function for Z={} A={} T9={}", z, a, T9);
+        LOG_TRACE_L3(m_logger, "Evaluating ground state partition function for Z={} A={} T9={}", z, a, T9);
         const int key = make_key(z, a);
         const double spin = m_ground_state_spin.at(key);
         return (2.0 * spin) + 1.0;
@@ -30,7 +30,7 @@ namespace gridfire::partition {
         const int a,
         const double T9
     ) const {
-        LOG_TRACE_L2(m_logger, "Evaluating derivative of ground state partition function for Z={} A={} T9={}", z, a, T9);
+        LOG_TRACE_L3(m_logger, "Evaluating derivative of ground state partition function for Z={} A={} T9={}", z, a, T9);
         return 0.0;
     }
 
diff --git a/src/lib/partition/partition_rauscher_thielemann.cpp b/src/lib/partition/partition_rauscher_thielemann.cpp
index 6c037a80..4949ff72 100644
--- a/src/lib/partition/partition_rauscher_thielemann.cpp
+++ b/src/lib/partition/partition_rauscher_thielemann.cpp
@@ -44,21 +44,21 @@ namespace gridfire::partition {
         const int a,
         const double T9
     ) const {
-        LOG_TRACE_L2(m_logger, "Evaluating Rauscher-Thielemann partition function for Z={} A={} T9={}", z, a, T9);
+        LOG_TRACE_L3(m_logger, "Evaluating Rauscher-Thielemann partition function for Z={} A={} T9={}", z, a, T9);
 
         const auto [bound, data, upperIndex, lowerIndex] = find(z, a, T9);
 
         switch (bound) {
             case FRONT: {
-                LOG_TRACE_L2(m_logger, "Using FRONT bound for Z={} A={} T9={}", z, a, T9);
+                LOG_TRACE_L3(m_logger, "Using FRONT bound for Z={} A={} T9={}", z, a, T9);
                 return data.normalized_g_values.front() * (2.0 * data.ground_state_spin + 1.0);
             }
             case BACK: {
-                LOG_TRACE_L2(m_logger, "Using BACK bound for Z={} A={} T9={}", z, a, T9);
+                LOG_TRACE_L3(m_logger, "Using BACK bound for Z={} A={} T9={}", z, a, T9);
                 return data.normalized_g_values.back() * (2.0 * data.ground_state_spin + 1.0);
             }
             case MIDDLE: {
-                LOG_TRACE_L2(m_logger, "Using MIDDLE bound for Z={} A={} T9={}", z, a, T9);
+                LOG_TRACE_L3(m_logger, "Using MIDDLE bound for Z={} A={} T9={}", z, a, T9);
             }
         }
 
@@ -79,10 +79,10 @@ namespace gridfire::partition {
         const int a,
         const double T9
     ) const {
-        LOG_TRACE_L2(m_logger, "Evaluating derivative of Rauscher-Thielemann partition function for Z={} A={} T9={}", z, a, T9);
+        LOG_TRACE_L3(m_logger, "Evaluating derivative of Rauscher-Thielemann partition function for Z={} A={} T9={}", z, a, T9);
         const auto [bound, data, upperIndex, lowerIndex] = find(z, a, T9);
         if (bound == FRONT || bound == BACK) {
-            LOG_TRACE_L2(m_logger, "Derivative is zero for Z={} A={} T9={} (bound: {})", z, a, T9, bound == FRONT ? "FRONT" : "BACK");
+            LOG_TRACE_L3(m_logger, "Derivative is zero for Z={} A={} T9={} (bound: {})", z, a, T9, bound == FRONT ? "FRONT" : "BACK");
             return 0.0; // Derivative is zero at the boundaries
         }
         const auto [T9_high, G_norm_high, T9_low, G_norm_low] = get_interpolation_points(
diff --git a/src/lib/reaction/weak/weak.cpp b/src/lib/reaction/weak/weak.cpp
index 428f9008..e47e28c4 100644
--- a/src/lib/reaction/weak/weak.cpp
+++ b/src/lib/reaction/weak/weak.cpp
@@ -16,6 +16,11 @@
 
 
 namespace {
+    std::unordered_map<fourdst::atomic::SpeciesErrorType, std::string> SpeciesErrorTypeMap = {
+        {fourdst::atomic::SpeciesErrorType::ELEMENT_SYMBOL_NOT_FOUND, "Element symbol not found (Z out of range)"},
+        {fourdst::atomic::SpeciesErrorType::SPECIES_SYMBOL_NOT_FOUND, "Species symbol not found ((A,Z) out of range)"}
+    };
+
     fourdst::atomic::Species resolve_weak_product(
         const gridfire::rates::weak::WeakReactionType type,
         const fourdst::atomic::Species& reactant
@@ -23,25 +28,36 @@ namespace {
         using namespace fourdst::atomic;
         using namespace gridfire::rates::weak;
 
-        std::optional<Species> product; // Use optional so that we can start in a valid "null" state
+        int zMod = 0;
         switch (type) {
             case WeakReactionType::BETA_MINUS_DECAY:
-                product = az_to_species(reactant.a(), reactant.z() + 1);
-                return product.value();
+                zMod = 1;
+                break;
             case WeakReactionType::BETA_PLUS_DECAY:
-                product = az_to_species(reactant.a(), reactant.z() - 1);
-                return product.value();
-            case WeakReactionType::ELECTRON_CAPTURE:
-                product = az_to_species(reactant.a(), reactant.z() - 1);
-                return product.value();
+                zMod = -1;
+                break;
             case WeakReactionType::POSITRON_CAPTURE:
-                product = az_to_species(reactant.a(), reactant.z() + 1);
+                zMod = 1;
+                break;
+            case WeakReactionType::ELECTRON_CAPTURE:
+                zMod = -1;
                 break;
         }
-        if (!product.has_value()) {
-            throw std::runtime_error("Failed to resolve weak reaction product for reactant: " + std::string(reactant.name()));
+        std::expected<Species, SpeciesErrorType> product = az_to_species(reactant.a(), reactant.z() + zMod);
+
+        if (product.has_value()) {
+            return product.value();
         }
-        return product.value();
+        const std::string msg = std::format(
+            "Failed to resolve weak reaction product (A: {}, Z: {}) for reactant {} (looked up A: {}, Z: {}): {}",
+            reactant.a(),
+            reactant.z(),
+            reactant.name(),
+            reactant.a(),
+            reactant.z() + zMod,
+            SpeciesErrorTypeMap.at(product.error())
+        );
+        throw std::runtime_error(msg);
     }
 
     std::string resolve_weak_id(
@@ -77,7 +93,16 @@ namespace gridfire::rates::weak {
 
         // ReSharper disable once CppUseStructuredBinding
         for (const auto& weak_reaction_record : UNIFIED_WEAK_DATA) {
-            Species species = az_to_species(weak_reaction_record.A, weak_reaction_record.Z);
+            std::expected<Species, SpeciesErrorType> species_result = az_to_species(weak_reaction_record.A, weak_reaction_record.Z);
+            if (!species_result.has_value()) {
+                const SpeciesErrorType type = species_result.error();
+                const std::string msg = std::format(
+                    "Failed to load weak reaction data for (A={}, Z={}) with error: {}",
+                    weak_reaction_record.A, weak_reaction_record.Z, SpeciesErrorTypeMap.at(type)
+                );
+                throw std::runtime_error(msg);
+            }
+            const Species& species = species_result.value();
 
             if (weak_reaction_record.log_beta_minus > GRIDFIRE_WEAK_REACTION_LIB_SENTINEL) {
                 m_weak_network[species].push_back(
@@ -148,7 +173,7 @@ namespace gridfire::rates::weak {
 
     std::expected<std::vector<WeakReactionEntry>, WeakMapError> WeakReactionMap::get_species_reactions(
         const std::string &species_name) const {
-        const fourdst::atomic::Species species = fourdst::atomic::species.at(species_name);
+        const fourdst::atomic::Species& species = fourdst::atomic::species.at(species_name);
         if (m_weak_network.contains(species)) {
             return m_weak_network.at(species);
         }
@@ -284,9 +309,7 @@ namespace gridfire::rates::weak {
             case WeakReactionType::POSITRON_CAPTURE:
                 Q_MeV = nuclearMassDiff_MeV + 2.0 * electronMass_MeV;
                 break;
-            case WeakReactionType::BETA_MINUS_DECAY:
-                Q_MeV = nuclearMassDiff_MeV;
-                break;
+            case WeakReactionType::BETA_MINUS_DECAY: // Same as electron capture so we can simply fall through
             case WeakReactionType::ELECTRON_CAPTURE:
                 Q_MeV = nuclearMassDiff_MeV;
                 break;
@@ -306,8 +329,7 @@ namespace gridfire::rates::weak {
             static_cast<uint16_t>(m_reactant_a),
             static_cast<uint8_t>(m_reactant_z),
             T9,
-            std::log10(rho * Ye),
-            mue
+           std::log10(rho * Ye)
         );
 
         if (!rates.has_value()) {
@@ -374,8 +396,7 @@ namespace gridfire::rates::weak {
             static_cast<uint16_t>(m_reactant_a),
             static_cast<uint8_t>(m_reactant_z),
             T9,
-            log_rhoYe,
-            mue
+            log_rhoYe
         );
         if (!rates.has_value()) {
             const InterpolationErrorType type = rates.error().type;
@@ -386,9 +407,22 @@ namespace gridfire::rates::weak {
             throw std::runtime_error(msg);
         }
 
-        // TODO: Finish implementing this (just need a switch statement)
-        return 0.0;
-
+        double logRate = 0.0;
+        switch (m_type) {
+            case WeakReactionType::BETA_MINUS_DECAY:
+                logRate = rates->d_log_beta_minus[0];
+                break;
+            case WeakReactionType::BETA_PLUS_DECAY:
+                logRate = rates->d_log_beta_plus[0];
+                break;
+            case WeakReactionType::ELECTRON_CAPTURE:
+                logRate = rates->d_log_electron_capture[0];
+                break;
+            case WeakReactionType::POSITRON_CAPTURE:
+                logRate = rates->d_log_positron_capture[0];
+                break;
+        }
+        return logRate;
     }
 
     reaction::ReactionType WeakReaction::type() const {
@@ -437,9 +471,7 @@ namespace gridfire::rates::weak {
             case WeakReactionType::BETA_MINUS_DECAY:
                 logNeutrinoLoss = payload.log_antineutrino_loss_bd;
                 break;
-            case WeakReactionType::BETA_PLUS_DECAY:
-                logNeutrinoLoss = payload.log_neutrino_loss_ec;
-                break;
+            case WeakReactionType::BETA_PLUS_DECAY: // Same as electron capture so we can simply fall through
             case WeakReactionType::ELECTRON_CAPTURE:
                 logNeutrinoLoss = payload.log_neutrino_loss_ec;
                 break;
@@ -450,6 +482,7 @@ namespace gridfire::rates::weak {
         return logNeutrinoLoss;
     }
 
+    // Note that the input vector tx is of size 3: [T9, log10(rho*Ye), mu_e]
     bool WeakReaction::AtomicWeakRate::forward (
         const size_t p,
         const size_t q,
@@ -464,20 +497,18 @@ namespace gridfire::rates::weak {
         }
         const double T9 = tx[0];
         const double log10_rhoye = tx[1];
-        const double mu_e = tx[2];
 
         const std::expected<WeakRatePayload, InterpolationError> result = m_interpolator.get_rates(
             static_cast<uint16_t>(m_a),
             static_cast<uint8_t>(m_z),
             T9,
-            log10_rhoye,
-            mu_e
+            log10_rhoye
         );
         if (!result.has_value()) {
             const InterpolationErrorType type = result.error().type;
             const std::string msg = std::format(
-                "Failed to interpolate weak rate for (A={}, Z={}) at T9={}, log10(rho*Ye)={}, mu_e={} with error: {}",
-                m_a, m_z, T9, log10_rhoye, mu_e, InterpolationErrorTypeMap.at(type)
+                "Failed to interpolate weak rate for (A={}, Z={}) at T9={}, log10(ρ Ye)={}, with error: {}",
+                m_a, m_z, T9, log10_rhoye, InterpolationErrorTypeMap.at(type)
             );
             throw std::runtime_error(msg);
         }
@@ -501,7 +532,7 @@ namespace gridfire::rates::weak {
         }
 
         if (vx.size() > 0) { // Set up the sparsity pattern. This is saying that all input variables affect the output variable.
-            const bool any_input_varies = vx[0] || vx[1] || vx[2];
+            const bool any_input_varies = vx[0] || vx[1];
             vy[0] = any_input_varies;
             vy[1] = any_input_varies;
         }
@@ -517,7 +548,6 @@ namespace gridfire::rates::weak {
     ) {
         const double T9 = tx[0];
         const double log10_rhoye = tx[1];
-        const double mu_e = tx[2];
 
         const double forwardPassRate = ty[0]; // This is the rate from the forward pass.
         const double forwardPassNeutrinoLossRate = ty[1]; // This is the neutrino loss rate from the forward pass.
@@ -526,55 +556,47 @@ namespace gridfire::rates::weak {
             static_cast<uint16_t>(m_a),
             static_cast<uint8_t>(m_z),
             T9,
-            log10_rhoye,
-            mu_e
+            log10_rhoye
         );
 
         if (!result.has_value()) {
             const InterpolationErrorType type = result.error().type;
             const std::string msg = std::format(
-                "Failed to interpolate weak rate derivatives for (A={}, Z={}) at T9={}, log10(rho*Ye)={}, mu_e={} with error: {}",
-                m_a, m_z, T9, log10_rhoye, mu_e, InterpolationErrorTypeMap.at(type)
+                "Failed to interpolate weak rate derivatives for (A={}, Z={}) at T9={}, log10(ρ Ye)={}, with error: {}",
+                m_a, m_z, T9, log10_rhoye, InterpolationErrorTypeMap.at(type)
             );
             throw std::runtime_error(msg);
         }
 
+        // ReSharper disable once CppUseStructuredBinding
         const WeakRateDerivatives derivatives = result.value();
 
-        std::array<double, 3> dLogRate; // d(rate)/dT9, d(rate)/dlogRhoYe, d(rate)/dMuE
-        std::array<double, 3> dLogNuLoss; // d(nu loss)/dT9, d(nu loss)/dlogRhoYe, d(nu loss)/dMuE
+        std::array<double, 2> dLogRate{}; // d(rate)/dT9, d(rate)/dlogRhoYe
+        std::array<double, 2> dLogNuLoss{}; // d(nu loss)/dT9, d(nu loss)/dlogRhoYe
         switch (m_type) {
             case WeakReactionType::BETA_MINUS_DECAY:
                 dLogRate[0]     = derivatives.d_log_beta_minus[0];
                 dLogRate[1]     = derivatives.d_log_beta_minus[1];
-                dLogRate[2]     = derivatives.d_log_beta_minus[2];
                 dLogNuLoss[0]   = derivatives.d_log_antineutrino_loss_bd[0];
                 dLogNuLoss[1]   = derivatives.d_log_antineutrino_loss_bd[1];
-                dLogNuLoss[2]   = derivatives.d_log_antineutrino_loss_bd[2];
                 break;
             case WeakReactionType::BETA_PLUS_DECAY:
                 dLogRate[0]     = derivatives.d_log_beta_plus[0];
                 dLogRate[1]     = derivatives.d_log_beta_plus[1];
-                dLogRate[2]     = derivatives.d_log_beta_plus[2];
                 dLogNuLoss[0]   = derivatives.d_log_neutrino_loss_ec[0];
                 dLogNuLoss[1]   = derivatives.d_log_neutrino_loss_ec[1];
-                dLogNuLoss[2]   = derivatives.d_log_neutrino_loss_ec[2];
                 break;
             case WeakReactionType::ELECTRON_CAPTURE:
                 dLogRate[0]     = derivatives.d_log_electron_capture[0];
                 dLogRate[1]     = derivatives.d_log_electron_capture[1];
-                dLogRate[2]     = derivatives.d_log_electron_capture[2];
                 dLogNuLoss[0]   = derivatives.d_log_neutrino_loss_ec[0];
                 dLogNuLoss[1]   = derivatives.d_log_neutrino_loss_ec[1];
-                dLogNuLoss[2]   = derivatives.d_log_neutrino_loss_ec[2];
                 break;
             case WeakReactionType::POSITRON_CAPTURE:
                 dLogRate[0]     = derivatives.d_log_positron_capture[0];
                 dLogRate[1]     = derivatives.d_log_positron_capture[1];
-                dLogRate[2]     = derivatives.d_log_positron_capture[2];
                 dLogNuLoss[0]   = derivatives.d_log_antineutrino_loss_bd[0];
                 dLogNuLoss[1]   = derivatives.d_log_antineutrino_loss_bd[1];
-                dLogNuLoss[2]   = derivatives.d_log_antineutrino_loss_bd[2];
                 break;
         }
 
@@ -583,12 +605,10 @@ namespace gridfire::rates::weak {
         // Contributions from the reaction rate (output 0)
         px[0] = py[0] * forwardPassRate * ln10 * dLogRate[0];
         px[1] = py[0] * forwardPassRate * ln10 * dLogRate[1];
-        px[2] = py[0] * forwardPassRate * ln10 * dLogRate[2];
 
         // Contributions from the neutrino loss rate (output 1)
         px[0] += py[1] * forwardPassNeutrinoLossRate * ln10 * dLogNuLoss[0];
         px[1] += py[1] * forwardPassNeutrinoLossRate * ln10 * dLogNuLoss[1];
-        px[2] += py[1] * forwardPassNeutrinoLossRate * ln10 * dLogNuLoss[2];
 
         return true;
 
@@ -602,7 +622,6 @@ namespace gridfire::rates::weak {
         std::set<size_t> all_input_deps;
         all_input_deps.insert(r[0].begin(), r[0].end());
         all_input_deps.insert(r[1].begin(), r[1].end());
-        all_input_deps.insert(r[2].begin(), r[2].end());
 
         // What this is saying is that both output variables depend on all input variables.
         s[0] = all_input_deps;
@@ -623,7 +642,6 @@ namespace gridfire::rates::weak {
 
         st[0] = all_output_deps;
         st[1] = all_output_deps;
-        st[2] = all_output_deps;
         return true;
 
     }
diff --git a/src/lib/reaction/weak/weak_interpolator.cpp b/src/lib/reaction/weak/weak_interpolator.cpp
index a96c7a6f..2158ca4a 100644
--- a/src/lib/reaction/weak/weak_interpolator.cpp
+++ b/src/lib/reaction/weak/weak_interpolator.cpp
@@ -13,54 +13,61 @@
 
 #include "fourdst/composition/species.h"
 
+#include "quill/LogMacros.h"
+
 namespace gridfire::rates::weak {
 
     WeakRateInterpolator::WeakRateInterpolator(const RowDataTable &raw_data) {
+        // Group all raw data rows by their isotope ID.
         std::map<uint32_t, std::vector<const RateDataRow*>> grouped_rows;
         for (const auto& row : raw_data) {
             grouped_rows[pack_isotope_id(row.A, row.Z)].push_back(&row);
         }
 
+        // Process each isotope's data to build a simple 2D grid.
         for (auto const& [isotope_id, rows] : grouped_rows) {
             IsotopeGrid grid;
 
-            std::set<float> unique_t9, unique_rhoYe, unique_mue;
+            // Establish the T9 and log(rho*Ye) axes
+            std::set<float> unique_t9, unique_rhoYe;
             for (const auto* row : rows) {
                 unique_t9.emplace(row->t9);
                 unique_rhoYe.emplace(row->log_rhoye);
-                unique_mue.emplace(row->mu_e);
             }
 
-            grid.t9_axis.reserve(unique_t9.size());
-            grid.rhoYe_axis.reserve(unique_rhoYe.size());
-            grid.mue_axis.reserve(unique_mue.size());
-
-            grid.t9_axis.insert(grid.t9_axis.begin(), unique_t9.begin(), unique_t9.end());
-            grid.rhoYe_axis.insert(grid.rhoYe_axis.begin(), unique_rhoYe.begin(), unique_rhoYe.end());
-            grid.mue_axis.insert(grid.mue_axis.begin(), unique_mue.begin(), unique_mue.end());
-
-            std::ranges::sort(grid.t9_axis);
-            std::ranges::sort(grid.rhoYe_axis);
-            std::ranges::sort(grid.mue_axis);
+            grid.t9_axis.assign(unique_t9.begin(), unique_t9.end());
+            grid.rhoYe_axis.assign(unique_rhoYe.begin(), unique_rhoYe.end());
 
             const size_t nt9 = grid.t9_axis.size();
             const size_t nrhoYe = grid.rhoYe_axis.size();
-            const size_t nmue = grid.mue_axis.size();
 
-            grid.data.resize(nt9 * nrhoYe * nmue);
+            grid.data.resize(nt9 * nrhoYe);
 
-            // Reverse map for quick index lookup
-            std::unordered_map<float, size_t> t9_map, rhoYe_map, mue_map;
+            // Create reverse maps for efficient index lookups.
+            std::unordered_map<double, size_t> t9_map, rhoYe_map;
             for (size_t i = 0; i < nt9; i++) { t9_map[grid.t9_axis[i]] = i; }
             for (size_t j = 0; j < nrhoYe; j++) { rhoYe_map[grid.rhoYe_axis[j]] = j; }
-            for (size_t k = 0; k < nmue; k++) { mue_map[grid.mue_axis[k]] = k; }
 
+            // Use a set to detect duplicate (T9, rhoYe) pairs, which would be a data error.
+            std::set<std::pair<float, float>> seen_coords;
+
+            // Populate the 2D grid.
             for (const auto* row: rows) {
+                if (auto [it, inserted] = seen_coords.insert({row->t9, row->log_rhoye}); !inserted) {
+                    auto A = static_cast<uint16_t>(isotope_id >> 8);
+                    auto Z = static_cast<uint8_t>(isotope_id & 0xFF);
+                    std::string msg = std::format(
+                        "Duplicate data point for isotope (A={}, Z={}) at (T9={}, log10(rho*Ye)={}) in weak rate table. This indicates corrupted or malformed input data and should be taken as an unrecoverable error.",
+                        A, Z, row->t9, row->log_rhoye
+                    );
+                    LOG_ERROR(m_logger, "{}", msg);
+                    throw std::runtime_error(msg);
+                }
+
                 size_t i_t9 = t9_map.at(row->t9);
                 size_t j_rhoYe = rhoYe_map.at(row->log_rhoye);
-                size_t k_mue = mue_map.at(row->mu_e);
 
-                size_t index = (i_t9 * nrhoYe + j_rhoYe) * nmue + k_mue;
+                size_t index = i_t9 * nrhoYe + j_rhoYe;
                 grid.data[index] = WeakRatePayload{
                     row->log_beta_plus,
                     row->log_electron_capture,
@@ -74,35 +81,41 @@ namespace gridfire::rates::weak {
         }
     }
 
+
+
     std::vector<fourdst::atomic::Species> WeakRateInterpolator::available_isotopes() const {
-        std::vector<fourdst::atomic::Species> isotopes;
+        using namespace fourdst::atomic;
+        std::vector<Species> isotopes;
         for (const auto &packed_id: m_rate_table | std::views::keys) {
-            const uint16_t A = static_cast<uint16_t>(packed_id >> 8);
-            const uint8_t Z = static_cast<uint8_t>(packed_id & 0xFF);
-            try {
-                fourdst::atomic::Species species = fourdst::atomic::az_to_species(A, Z);
-                isotopes.push_back(species);
-            } catch (const std::exception& e) {
-                throw std::runtime_error("Error converting A=" + std::to_string(A) + ", Z=" + std::to_string(Z) + " to Species: " + e.what());
+            const auto A = static_cast<uint16_t>(packed_id >> 8);
+            const auto Z = static_cast<uint8_t>(packed_id & 0xFF);
+            std::expected<Species, SpeciesErrorType> result = az_to_species(A, Z);
+            if (!result.has_value()) {
+                std::string msg = "Could not convert A=" + std::to_string(A) + ", Z=" + std::to_string(Z) + " to Species: ";
+                msg += (result.error() == SpeciesErrorType::ELEMENT_SYMBOL_NOT_FOUND) ? "Unknown element (Z out of range)." : "Invalid isotope (A < Z or A out of range).";
+                LOG_TRACE_L3(m_logger, "{}", msg);
+            } else {
+                isotopes.emplace_back(result.value());
             }
         }
         return isotopes;
     }
 
-    std::expected<WeakRatePayload, InterpolationError> WeakRateInterpolator::get_rates(
+        std::expected<WeakRatePayload, InterpolationError> WeakRateInterpolator::get_rates(
         const uint16_t A,
         const uint8_t Z,
         const double t9,
-        const double log_rhoYe,
-        const double mu_e
+        const double log_rhoYe
     ) const {
         const auto it = m_rate_table.find(pack_isotope_id(A, Z));
         if (it == m_rate_table.end()) {
             return std::unexpected(InterpolationError{InterpolationErrorType::UNKNOWN_SPECIES_ERROR});
         }
-        const auto&[t9_axis, rhoYe_axis, mue_axis, data] = it->second;
+        const auto& grid = it->second;
+        const auto& t9_axis = grid.t9_axis;
+        const auto& rhoYe_axis = grid.rhoYe_axis;
 
-        // Now find the bracketing indices for t9, log_rhoYe, and mu_e
+        // Find bracketing indices for the 2D (t9, rhoYe) grid
         auto find_lower_index = [](const std::vector<double>& axis, const double value) -> std::optional<size_t> {
             const auto upperBoundIterator = std::ranges::upper_bound(axis, value);
             if (upperBoundIterator == axis.begin() || upperBoundIterator == axis.end()) {
@@ -113,161 +126,79 @@ namespace gridfire::rates::weak {
 
         const auto i_t9_opt = find_lower_index(t9_axis, t9);
         const auto j_rhoYe_opt = find_lower_index(rhoYe_axis, log_rhoYe);
-        const auto k_mue_opt = find_lower_index(mue_axis, mu_e);
 
-        if (!i_t9_opt || !j_rhoYe_opt || !k_mue_opt) {
+        // Handle bounds errors for the 2D grid
+        if (!i_t9_opt || !j_rhoYe_opt) {
             std::unordered_map<TableAxes, BoundsErrorInfo> boundsInfo;
-            if (!i_t9_opt) {
-                boundsInfo[TableAxes::T9] = BoundsErrorInfo{
-                    TableAxes::T9,
-                    t9_axis.front(),
-                    t9_axis.back(),
-                    t9
-                };
+            if (!i_t9_opt.has_value()) {
+                boundsInfo[TableAxes::T9] = BoundsErrorInfo{TableAxes::T9, t9_axis.front(), t9_axis.back(), t9};
             }
-            if (!j_rhoYe_opt) {
-                boundsInfo[TableAxes::LOG_RHOYE] = BoundsErrorInfo{
-                    TableAxes::LOG_RHOYE,
-                    rhoYe_axis.front(),
-                    rhoYe_axis.back(),
-                    log_rhoYe
-                };
+            if (!j_rhoYe_opt.has_value()) {
+                boundsInfo[TableAxes::LOG_RHOYE] = BoundsErrorInfo{TableAxes::LOG_RHOYE, rhoYe_axis.front(), rhoYe_axis.back(), log_rhoYe};
             }
-            if (!k_mue_opt) {
-                boundsInfo[TableAxes::MUE] = BoundsErrorInfo{
-                    TableAxes::MUE,
-                    mue_axis.front(),
-                    mue_axis.back(),
-                    mu_e
-                };
-            }
-            return std::unexpected(
-                InterpolationError{
-                    InterpolationErrorType::BOUNDS_ERROR,
-                    boundsInfo
-                }
-            );
+            return std::unexpected(InterpolationError{InterpolationErrorType::BOUNDS_ERROR, boundsInfo});
         }
 
         const size_t i = i_t9_opt.value();
         const size_t j = j_rhoYe_opt.value();
-        const size_t k = k_mue_opt.value();
+        const size_t nrhoYe = rhoYe_axis.size();
 
-        // Coordinates of the bounding cube
-        const double t1 = t9_axis[i];
-        const double t2 = t9_axis[i + 1];
-        const double r1 = rhoYe_axis[j];
-        const double r2 = rhoYe_axis[j + 1];
-        const double m1 = mue_axis[k];
-        const double m2 = mue_axis[k + 1];
+        // Get the four corner payloads for the bilinear interpolation
+        const auto& p00 = grid.data[(i * nrhoYe) + j];
+        const auto& p01 = grid.data[(i * nrhoYe) + j + 1];
+        const auto& p10 = grid.data[((i + 1) * nrhoYe) + j];
+        const auto& p11 = grid.data[((i + 1) * nrhoYe) + j + 1];
 
-        const double td = (t9 - t1) / (t2 - t1);
-        const double rd = (log_rhoYe - r1) / (r2 - r1);
-        const double md = (mu_e - m1) / (m2 - m1);
+        // Fractional distances for the 2D bilinear interpolation
+        const double td = (t9 - t9_axis[i]) / (t9_axis[i + 1] - t9_axis[i]);
+        const double rd = (log_rhoYe - rhoYe_axis[j]) / (rhoYe_axis[j + 1] - rhoYe_axis[j]);
 
-        auto lerp = [](const double v0, const double v1, const double t) {
-          return v0 * (1 - t) + v1 * t;
-        };
-
-        auto interpolationField = [&](auto field_accessor) {
-            const size_t nrhoYe = rhoYe_axis.size();
-            const size_t nmue = mue_axis.size();
-
-            auto get_val = [&](const size_t i_t, const size_t j_r, const size_t k_m) {
-                return field_accessor(data[(i_t * nrhoYe + j_r) * nmue + k_m]);
+        // Helper lambda to linearly interpolate between two full payloads
+        auto lerp_payload = [](const WeakRatePayload& p0, const WeakRatePayload& p1, double t) {
+            return WeakRatePayload{
+                .log_beta_plus = std::lerp(p0.log_beta_plus, p1.log_beta_plus, t),
+                .log_electron_capture = std::lerp(p0.log_electron_capture, p1.log_electron_capture, t),
+                .log_neutrino_loss_ec = std::lerp(p0.log_neutrino_loss_ec, p1.log_neutrino_loss_ec, t),
+                .log_beta_minus = std::lerp(p0.log_beta_minus, p1.log_beta_minus, t),
+                .log_positron_capture = std::lerp(p0.log_positron_capture, p1.log_positron_capture, t),
+                .log_antineutrino_loss_bd = std::lerp(p0.log_antineutrino_loss_bd, p1.log_antineutrino_loss_bd, t),
             };
-
-            const double c000 = get_val(i, j, k);
-            const double c001 = get_val(i, j, k + 1);
-            const double c010 = get_val(i, j + 1, k);
-            const double c011 = get_val(i, j + 1, k + 1);
-            const double c100 = get_val(i + 1, j, k);
-            const double c101 = get_val(i + 1, j, k + 1);
-            const double c110 = get_val(i + 1, j + 1, k);
-            const double c111 = get_val(i + 1, j + 1, k + 1);
-
-            const double c00 = lerp(c000, c001, md);
-            const double c01 = lerp(c010, c011, md);
-            const double c10 = lerp(c100, c101, md);
-            const double c11 = lerp(c110, c111, md);
-
-            const double c0 = lerp(c00, c01, rd);
-            const double c1 = lerp(c10, c11, rd);
-
-            return lerp(c0, c1, td);
-
         };
 
-        WeakRatePayload result;
+        // Perform the bilinear interpolation
+        const WeakRatePayload p0 = lerp_payload(p00, p01, rd);
+        const WeakRatePayload p1 = lerp_payload(p10, p11, rd);
 
-        result.log_beta_plus = interpolationField([](const WeakRatePayload& p) { return p.log_beta_plus; });
-        result.log_electron_capture = interpolationField([](const WeakRatePayload& p) { return p.log_electron_capture; });
-        result.log_neutrino_loss_ec = interpolationField([](const WeakRatePayload& p) { return p.log_neutrino_loss_ec; });
-        result.log_beta_minus = interpolationField([](const WeakRatePayload& p) { return p.log_beta_minus; });
-        result.log_positron_capture = interpolationField([](const WeakRatePayload& p) { return p.log_positron_capture; });
-        result.log_antineutrino_loss_bd = interpolationField([](const WeakRatePayload& p) { return p.log_antineutrino_loss_bd; });
-        return result;
+        return lerp_payload(p0, p1, td);
     }
 
     std::expected<WeakRateDerivatives, InterpolationError> WeakRateInterpolator::get_rate_derivatives(
         uint16_t A,
         uint8_t Z,
         double t9,
-        double log_rhoYe,
-        double mu_e
+        double log_rhoYe
     ) const {
-        WeakRateDerivatives result;
+        WeakRateDerivatives result{};
+        //TODO: Make this perturbation scale aware
         constexpr double eps = 1e-6; // Small perturbation for finite difference
 
         // Perturbations for finite difference
         const double h_t9 = (t9 > 1e-9) ? t9 * eps : eps;
-        const auto payload_plus_t9 = get_rates(A, Z, t9 + h_t9, log_rhoYe, mu_e);
-        const auto payload_minus_t9 = get_rates(A, Z, t9 - h_t9, log_rhoYe, mu_e);
+        const auto payload_plus_t9 = get_rates(A, Z, t9 + h_t9, log_rhoYe);
+        const auto payload_minus_t9 = get_rates(A, Z, t9 - h_t9, log_rhoYe);
 
         const double h_rhoYe = (std::abs(log_rhoYe) > 1e-9) ? std::abs(log_rhoYe) * eps : eps;
-        const auto payload_plus_rhoYe = get_rates(A, Z, t9, log_rhoYe + h_rhoYe, mu_e);
-        const auto payload_minus_rhoYe = get_rates(A, Z, t9, log_rhoYe - h_rhoYe, mu_e);
+        const auto payload_plus_rhoYe = get_rates(A, Z, t9, log_rhoYe + h_rhoYe);
+        const auto payload_minus_rhoYe = get_rates(A, Z, t9, log_rhoYe - h_rhoYe);
 
-        const double h_mue = (std::abs(mu_e) > 1e-9) ? std::abs(mu_e) * eps : eps;
-        const auto payload_plus_mue = get_rates(A, Z, t9, log_rhoYe, mu_e + h_mue);
-        const auto payload_minus_mue = get_rates(A, Z, t9, log_rhoYe, mu_e - h_mue);
 
-        if (!payload_plus_t9 || !payload_minus_t9 || !payload_plus_rhoYe || !payload_minus_rhoYe || !payload_plus_mue || !payload_minus_mue) {
-            const auto it = m_rate_table.find(pack_isotope_id(A, Z));
-            if (it == m_rate_table.end()) {
-                return std::unexpected(InterpolationError{InterpolationErrorType::UNKNOWN_SPECIES_ERROR});
-            }
-
-            const IsotopeGrid& grid = it->second;
-            InterpolationError error;
-            std::unordered_map<TableAxes, BoundsErrorInfo> boundsInfo;
-            if (!payload_minus_t9 || !payload_plus_t9) {
-                boundsInfo[TableAxes::T9] = BoundsErrorInfo{
-                    TableAxes::T9,
-                    grid.t9_axis.front(),
-                    grid.t9_axis.back(),
-                    t9
-                };
-            }
-            if (!payload_minus_rhoYe || !payload_plus_rhoYe) {
-                boundsInfo[TableAxes::LOG_RHOYE] = BoundsErrorInfo{
-                    TableAxes::LOG_RHOYE,
-                    grid.rhoYe_axis.front(),
-                    grid.rhoYe_axis.back(),
-                    log_rhoYe
-                };
-            }
-            if (!payload_minus_mue || !payload_plus_mue) {
-                boundsInfo[TableAxes::MUE] = BoundsErrorInfo{
-                    TableAxes::MUE,
-                    grid.mue_axis.front(),
-                    grid.mue_axis.back(),
-                    mu_e
-                };
-            }
-            error.type = InterpolationErrorType::BOUNDS_ERROR;
-            error.boundsErrorInfo = boundsInfo;
-            return std::unexpected(error);
+        if (!payload_plus_t9 || !payload_minus_t9 || !payload_plus_rhoYe || !payload_minus_rhoYe) {
+            // Determine which perturbation failed and return a consolidated error
+            auto first_error = !payload_plus_t9 ? payload_plus_t9.error() :
+                               !payload_minus_t9 ? payload_minus_t9.error() :
+                               !payload_plus_rhoYe ? payload_plus_rhoYe.error() :
+                               payload_minus_rhoYe.error();
+            return std::unexpected(first_error);
         }
 
         // Derivatives wrt. T9
@@ -288,15 +219,6 @@ namespace gridfire::rates::weak {
         result.d_log_positron_capture[1] = (payload_plus_rhoYe->log_positron_capture - payload_minus_rhoYe->log_positron_capture) / rhoYe_denominator;
         result.d_log_antineutrino_loss_bd[1] = (payload_plus_rhoYe->log_antineutrino_loss_bd - payload_minus_rhoYe->log_antineutrino_loss_bd) / rhoYe_denominator;
 
-        // Derivatives wrt. MuE
-        const double mue_denominator = 2 * h_mue;
-        result.d_log_beta_plus[2] = (payload_plus_mue->log_beta_plus - payload_minus_mue->log_beta_plus) / mue_denominator;
-        result.d_log_beta_minus[2] = (payload_plus_mue->log_beta_minus - payload_minus_mue->log_beta_minus) / mue_denominator;
-        result.d_log_electron_capture[2] = (payload_plus_mue->log_electron_capture - payload_minus_mue->log_electron_capture) / mue_denominator;
-        result.d_log_neutrino_loss_ec[2] = (payload_plus_mue->log_neutrino_loss_ec - payload_minus_mue->log_neutrino_loss_ec) / mue_denominator;
-        result.d_log_positron_capture[2] = (payload_plus_mue->log_positron_capture - payload_minus_mue->log_positron_capture) / mue_denominator;
-        result.d_log_antineutrino_loss_bd[2] = (payload_plus_mue->log_antineutrino_loss_bd - payload_minus_mue->log_antineutrino_loss_bd) / mue_denominator;
-
         return result;
     }
 
diff --git a/src/lib/solver/strategies/CVODE_solver_strategy.cpp b/src/lib/solver/strategies/CVODE_solver_strategy.cpp
index 6b3df074..efeddfc6 100644
--- a/src/lib/solver/strategies/CVODE_solver_strategy.cpp
+++ b/src/lib/solver/strategies/CVODE_solver_strategy.cpp
@@ -393,8 +393,8 @@ namespace gridfire::solver {
 
     void CVODESolverStrategy::calculate_rhs(
         const sunrealtype t,
-        const N_Vector y,
-        const N_Vector ydot,
+        N_Vector y,
+        N_Vector ydot,
         const CVODEUserData *data
     ) const {
         const size_t numSpecies = m_engine.getNetworkSpecies().size();
diff --git a/subprojects/fourdst.wrap b/subprojects/fourdst.wrap
index d23a0c54..d918759f 100644
--- a/subprojects/fourdst.wrap
+++ b/subprojects/fourdst.wrap
@@ -1,4 +1,4 @@
 [wrap-git]
 url = https://github.com/4D-STAR/fourdst
-revision = v0.8.1
+revision = v0.8.2
 depth = 1
diff --git a/tests/graphnet_sandbox/WeakReactionsGraph.svg b/tests/graphnet_sandbox/WeakReactionsGraph.svg
new file mode 100644
index 00000000..b70e338d
--- /dev/null
+++ b/tests/graphnet_sandbox/WeakReactionsGraph.svg
@@ -0,0 +1,17411 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+ "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<!-- Generated by graphviz version 13.0.1 (20250615.1724)
+ -->
+<!-- Title: NuclearReactionNetwork Pages: 1 -->
+<svg width="14813pt" height="22904pt"
+ viewBox="0.00 0.00 14813.00 22904.00" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+<g id="graph0" class="graph" transform="scale(1 1) rotate(0) translate(4 22900.25)">
+<title>NuclearReactionNetwork</title>
+<polygon fill="#f0f0f0" stroke="none" points="-4,4 -4,-22900.25 14808.68,-22900.25 14808.68,4 -4,4"/>
+<!-- Al&#45;21 -->
+<g id="node1" class="node">
+<title>Al&#45;21</title>
+<ellipse fill="#a7c7e7" stroke="black" cx="243.32" cy="-22331" rx="30.87" ry="30.87"/>
+<text xml:space="preserve" text-anchor="middle" x="243.32" y="-22325.2" font-family="Helvetica,sans-Serif" font-size="14.00">Al&#45;21</text>
+</g>
+<!-- Al&#45;22 -->
+<g id="node2" class="node">
+<title>Al&#45;22</title>
+<ellipse fill="#a7c7e7" stroke="black" cx="10563.34" cy="-3872" rx="30.87" ry="30.87"/>
+<text xml:space="preserve" text-anchor="middle" x="10563.34" y="-3866.2" font-family="Helvetica,sans-Serif" font-size="14.00">Al&#45;22</text>
+</g>
+<!-- Al&#45;23 -->
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+<text xml:space="preserve" text-anchor="middle" x="10563.34" y="-7452.2" font-family="Helvetica,sans-Serif" font-size="14.00">Al&#45;23</text>
+</g>
+<!-- Al&#45;24 -->
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+</g>
+<!-- reaction_al24(a,p)si27 -->
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+</g>
+<!-- Al&#45;24&#45;&gt;reaction_al24(a,p)si27 -->
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+<!-- Al&#45;24&#45;&gt;reaction_al24(n,g)al25 -->
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+<!-- Al&#45;24&#45;&gt;reaction_al24(,e+ a)ne20 -->
+<g id="edge576" class="edge">
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+<g id="node477" class="node">
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+<title>reaction_al24(,e+)mg24</title>
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+<!-- reaction_si24(n,g)si25 -->
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+<!-- Si&#45;24&#45;&gt;reaction_si24(n,g)si25 -->
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+<!-- Si&#45;24&#45;&gt;reaction_si24(p,)p25 -->
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+<title>Si&#45;24&#45;&gt;reaction_si24(p,)p25</title>
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+<!-- reaction_si24(,e+ p)mg23 -->
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+<title>reaction_si24(,e+ p)mg23</title>
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+<!-- Si&#45;24&#45;&gt;reaction_si24(,e+ p)mg23 -->
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+<title>Si&#45;24&#45;&gt;reaction_si24(,e+ p)mg23</title>
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+<!-- reaction_si24(,e+)al24 -->
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+<title>reaction_si24(,e+)al24</title>
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+<!-- Si&#45;24&#45;&gt;reaction_si24(,e+)al24 -->
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+<title>Si&#45;24&#45;&gt;reaction_si24(,e+)al24</title>
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+<!-- reaction_Si&#45;24(,ν)e+,Al&#45;24 -->
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+<title>reaction_Si&#45;24(,ν)e+,Al&#45;24</title>
+<ellipse fill="black" stroke="black" cx="5734.28" cy="-22759" rx="3.6" ry="3.6"/>
+</g>
+<!-- Si&#45;24&#45;&gt;reaction_Si&#45;24(,ν)e+,Al&#45;24 -->
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+<title>Si&#45;24&#45;&gt;reaction_Si&#45;24(,ν)e+,Al&#45;24</title>
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+<!-- reaction_Si&#45;24(e&#45;,ν)Al&#45;24 -->
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+<title>reaction_Si&#45;24(e&#45;,ν)Al&#45;24</title>
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+<!-- Si&#45;24&#45;&gt;reaction_Si&#45;24(e&#45;,ν)Al&#45;24 -->
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+<title>Si&#45;24&#45;&gt;reaction_Si&#45;24(e&#45;,ν)Al&#45;24</title>
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+<!-- reaction_Si&#45;24(,ν|)e&#45;,P&#45;24 -->
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+<title>reaction_Si&#45;24(,ν|)e&#45;,P&#45;24</title>
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+<!-- Si&#45;24&#45;&gt;reaction_Si&#45;24(,ν|)e&#45;,P&#45;24 -->
+<g id="edge1363" class="edge">
+<title>Si&#45;24&#45;&gt;reaction_Si&#45;24(,ν|)e&#45;,P&#45;24</title>
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+<!-- reaction_Si&#45;24(e+,ν|)P&#45;24 -->
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+<title>reaction_Si&#45;24(e+,ν|)P&#45;24</title>
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+</g>
+<!-- Si&#45;24&#45;&gt;reaction_Si&#45;24(e+,ν|)P&#45;24 -->
+<g id="edge1365" class="edge">
+<title>Si&#45;24&#45;&gt;reaction_Si&#45;24(e+,ν|)P&#45;24</title>
+<path fill="none" stroke="black" d="M5613.9,-22667.81C5645.87,-22668.66 5694.9,-22669.97 5718.96,-22670.62"/>
+<polygon fill="black" stroke="black" points="5718.73,-22674.11 5728.82,-22670.88 5718.92,-22667.11 5718.73,-22674.11"/>
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+<!-- Si&#45;25 -->
+<g id="node146" class="node">
+<title>Si&#45;25</title>
+<ellipse fill="#a7c7e7" stroke="black" cx="5885.52" cy="-21328" rx="30.87" ry="30.87"/>
+<text xml:space="preserve" text-anchor="middle" x="5885.52" y="-21322.2" font-family="Helvetica,sans-Serif" font-size="14.00">Si&#45;25</text>
+</g>
+<!-- Si&#45;25&#45;&gt;reaction_si25(p,g)p26 -->
+<g id="edge366" class="edge">
+<title>Si&#45;25&#45;&gt;reaction_si25(p,g)p26</title>
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+<!-- Si&#45;25&#45;&gt;reaction_si25(a,g)s29 -->
+<g id="edge893" class="edge">
+<title>Si&#45;25&#45;&gt;reaction_si25(a,g)s29</title>
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+<!-- reaction_si25(,e+ p)mg24 -->
+<g id="node470" class="node">
+<title>reaction_si25(,e+ p)mg24</title>
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+<!-- Si&#45;25&#45;&gt;reaction_si25(,e+ p)mg24 -->
+<g id="edge1051" class="edge">
+<title>Si&#45;25&#45;&gt;reaction_si25(,e+ p)mg24</title>
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+<!-- reaction_si25(,e+)al25 -->
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+<title>reaction_si25(,e+)al25</title>
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+<!-- Si&#45;25&#45;&gt;reaction_si25(,e+)al25 -->
+<g id="edge1133" class="edge">
+<title>Si&#45;25&#45;&gt;reaction_si25(,e+)al25</title>
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+<!-- reaction_si25(n,g)si26 -->
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+<!-- Si&#45;25&#45;&gt;reaction_si25(n,g)si26 -->
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+<title>reaction_Si&#45;25(,ν)e+,Al&#45;25</title>
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+<!-- Si&#45;25&#45;&gt;reaction_Si&#45;25(,ν)e+,Al&#45;25 -->
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+<title>Si&#45;25&#45;&gt;reaction_Si&#45;25(,ν)e+,Al&#45;25</title>
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+<title>reaction_Si&#45;25(e&#45;,ν)Al&#45;25</title>
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+<!-- Si&#45;25&#45;&gt;reaction_Si&#45;25(e&#45;,ν)Al&#45;25 -->
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+<!-- Si&#45;25&#45;&gt;reaction_Si&#45;25(,ν|)e&#45;,P&#45;25 -->
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+<!-- Si&#45;25&#45;&gt;reaction_Si&#45;25(e+,ν|)P&#45;25 -->
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+<title>Si&#45;25&#45;&gt;reaction_Si&#45;25(e+,ν|)P&#45;25</title>
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+<!-- Si&#45;26 -->
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+<text xml:space="preserve" text-anchor="middle" x="11632.81" y="-16133.2" font-family="Helvetica,sans-Serif" font-size="14.00">Si&#45;26</text>
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+<!-- Si&#45;26&#45;&gt;reaction_si26(a,p)p29 -->
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+<!-- Si&#45;26&#45;&gt;reaction_si26(p,g)p27 -->
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+<!-- Si&#45;26&#45;&gt;reaction_si26(n,g)si27 -->
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+<!-- Si&#45;26&#45;&gt;reaction_si26(,e+)al26 -->
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+<!-- Si&#45;26&#45;&gt;reaction_Si&#45;26(,ν)e+,Al&#45;26 -->
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+<!-- reaction_s34(a,n)ar37&#45;&gt;n&#45;1 -->
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+<!-- reaction_p(p,e+)d&#45;&gt;H&#45;2 -->
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+<!-- reaction_b12(p,n)c12&#45;&gt;n&#45;1 -->
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+<title>reaction_o14(p,)f15&#45;&gt;F&#45;15</title>
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+<!-- reaction_n14(n,g)n15&#45;&gt;N&#45;15 -->
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+<!-- reaction_al24(,e+ p)na23&#45;&gt;Na&#45;23 -->
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+<!-- reaction_al28(n,g)al29&#45;&gt;Al&#45;29 -->
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+<title>reaction_al28(n,g)al29&#45;&gt;Al&#45;29</title>
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+<title>reaction_si24(,e+)al24&#45;&gt;Al&#45;24</title>
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+<!-- reaction_ar35(,e+)cl35&#45;&gt;Cl&#45;35 -->
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+<title>reaction_ar35(,e+)cl35&#45;&gt;Cl&#45;35</title>
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+<title>reaction_p29(,e+)si29&#45;&gt;Si&#45;29</title>
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+<!-- reaction_o18(n,g)o19&#45;&gt;O&#45;19 -->
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+<title>reaction_o18(n,g)o19&#45;&gt;O&#45;19</title>
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+<!-- reaction_f19(n,g)f20&#45;&gt;F&#45;20 -->
+<g id="edge1093" class="edge">
+<title>reaction_f19(n,g)f20&#45;&gt;F&#45;20</title>
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+<!-- reaction_mg21(,e+ a)f17&#45;&gt;F&#45;17 -->
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+<!-- reaction_mg21(,e+ a)f17&#45;&gt;He&#45;4 -->
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+<title>reaction_mg21(,e+ a)f17&#45;&gt;He&#45;4</title>
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+<title>reaction_si31(e&#45;,)p31&#45;&gt;P&#45;31</title>
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+<!-- reaction_mg20(,e+ p)ne19&#45;&gt;H&#45;1 -->
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+<!-- reaction_O&#45;17(e+,ν|)F&#45;17&#45;&gt;F&#45;17 -->
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+<!-- reaction_F&#45;20(,ν)e+,O&#45;20&#45;&gt;O&#45;20 -->
+<g id="edge1960" class="edge">
+<title>reaction_F&#45;20(,ν)e+,O&#45;20&#45;&gt;O&#45;20</title>
+<path fill="none" stroke="black" d="M9571.75,-6898.14C9579,-6900.98 9598.48,-6908.64 9614.73,-6915 9641.72,-6925.57 9652.07,-6921.65 9675.48,-6938.75 9686.14,-6946.54 9695.85,-6957.07 9703.88,-6967.3"/>
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+<!-- reaction_F&#45;20(e&#45;,ν)O&#45;20&#45;&gt;O&#45;20 -->
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+<!-- reaction_F&#45;20(,ν|)e&#45;,Ne&#45;20&#45;&gt;Ne&#45;20 -->
+<g id="edge1964" class="edge">
+<title>reaction_F&#45;20(,ν|)e&#45;,Ne&#45;20&#45;&gt;Ne&#45;20</title>
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+<g id="edge1968" class="edge">
+<title>reaction_Ne&#45;23(,ν)e+,F&#45;23&#45;&gt;F&#45;23</title>
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+<!-- reaction_Ne&#45;23(e&#45;,ν)F&#45;23&#45;&gt;F&#45;23 -->
+<g id="edge1970" class="edge">
+<title>reaction_Ne&#45;23(e&#45;,ν)F&#45;23&#45;&gt;F&#45;23</title>
+<path fill="none" stroke="black" d="M10698.75,-11236.67C10710.38,-11235.26 10756.23,-11229.73 10790.17,-11225.64"/>
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+</g>
+<!-- reaction_Ne&#45;23(,ν|)e&#45;,Na&#45;23&#45;&gt;Na&#45;23 -->
+<g id="edge1972" class="edge">
+<title>reaction_Ne&#45;23(,ν|)e&#45;,Na&#45;23&#45;&gt;Na&#45;23</title>
+<path fill="none" stroke="black" d="M10691.09,-11105.73C10670.94,-11097.04 10549.48,-11047.22 10450.31,-11063.75 10431.59,-11066.87 10411.65,-11073.16 10394.74,-11079.44"/>
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+</g>
+<!-- reaction_Ne&#45;23(e+,ν|)Na&#45;23&#45;&gt;Na&#45;23 -->
+<g id="edge1974" class="edge">
+<title>reaction_Ne&#45;23(e+,ν|)Na&#45;23&#45;&gt;Na&#45;23</title>
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+</g>
+<!-- reaction_Li&#45;6(,ν)e+,He&#45;6&#45;&gt;He&#45;6 -->
+<g id="edge1976" class="edge">
+<title>reaction_Li&#45;6(,ν)e+,He&#45;6&#45;&gt;He&#45;6</title>
+<path fill="none" stroke="black" d="M1379.36,-14543.04C1393.36,-14543.22 1453.11,-14543.97 1494.17,-14544.49"/>
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+</g>
+<!-- reaction_Li&#45;6(e&#45;,ν)He&#45;6&#45;&gt;He&#45;6 -->
+<g id="edge1978" class="edge">
+<title>reaction_Li&#45;6(e&#45;,ν)He&#45;6&#45;&gt;He&#45;6</title>
+<path fill="none" stroke="black" d="M1379.34,-14509.42C1392.02,-14511.2 1442.42,-14518.61 1482.97,-14528.75 1487.28,-14529.83 1491.76,-14531.07 1496.2,-14532.37"/>
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+</g>
+<!-- reaction_Li&#45;6(,ν|)e&#45;,Be&#45;6&#45;&gt;Be&#45;6 -->
+<g id="edge1980" class="edge">
+<title>reaction_Li&#45;6(,ν|)e&#45;,Be&#45;6&#45;&gt;Be&#45;6</title>
+<path fill="none" stroke="black" d="M1379.33,-14445.13C1391.98,-14445.74 1442.31,-14448.49 1482.97,-14455.75 1487.28,-14456.52 1491.75,-14457.46 1496.19,-14458.48"/>
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+<!-- reaction_Li&#45;6(e+,ν|)Be&#45;6&#45;&gt;Be&#45;6 -->
+<g id="edge1982" class="edge">
+<title>reaction_Li&#45;6(e+,ν|)Be&#45;6&#45;&gt;Be&#45;6</title>
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diff --git a/tests/graphnet_sandbox/main.cpp b/tests/graphnet_sandbox/main.cpp
index 513dd22a..939b889f 100644
--- a/tests/graphnet_sandbox/main.cpp
+++ b/tests/graphnet_sandbox/main.cpp
@@ -81,7 +81,7 @@ int main(int argc, char* argv[]){
 
     g_previousHandler = std::set_terminate(quill_terminate_handler);
     quill::Logger* logger = fourdst::logging::LogManager::getInstance().getLogger("log");
-    logger->set_log_level(quill::LogLevel::TraceL3);
+    logger->set_log_level(quill::LogLevel::TraceL2);
     LOG_INFO(logger, "Starting Adaptive Engine View Example...");
 
     using namespace gridfire;