diff --git a/sdk/runanywhere-commons/CMakeLists.txt b/sdk/runanywhere-commons/CMakeLists.txt
index 4308620ba..3f07f50a4 100644
--- a/sdk/runanywhere-commons/CMakeLists.txt
+++ b/sdk/runanywhere-commons/CMakeLists.txt
@@ -197,6 +197,7 @@ set(RAC_CORE_SOURCES
     src/core/sdk_state.cpp
     src/core/rac_structured_error.cpp
     src/core/capabilities/lifecycle_manager.cpp
+    src/core/rac_error_model.cpp
 )
 
 # Infrastructure sources - registry, model management, network, telemetry
diff --git a/sdk/runanywhere-commons/include/rac/core/rac_error_model.h b/sdk/runanywhere-commons/include/rac/core/rac_error_model.h
new file mode 100644
index 000000000..c0ddbcd7e
--- /dev/null
+++ b/sdk/runanywhere-commons/include/rac/core/rac_error_model.h
@@ -0,0 +1,36 @@
+#ifndef RAC_ERROR_MODEL_H
+#define RAC_ERROR_MODEL_H
+
+#include "rac/core/rac_error.h"
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/**
+ * @brief Structured error model for RunAnywhere SDKs
+ *
+ * This wraps existing rac_result_t codes into a typed,
+ * structured error representation for cross-SDK consistency.
+ */
+typedef struct {
+    rac_result_t code;      /**< Numeric error code */
+    const char* message;    /**< Human-readable error message */
+    const char* category;   /**< Error category (e.g., Model, Network, Validation) */
+} rac_error_model_t;
+
+/**
+ * @brief Create structured error model from error code
+ */
+rac_error_model_t rac_make_error_model(rac_result_t code);
+
+/**
+ * @brief Get error category string from error code
+ */
+const char* rac_error_category(rac_result_t code);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif // RAC_ERROR_MODEL_H
\ No newline at end of file
diff --git a/sdk/runanywhere-commons/src/core/rac_error_model.cpp b/sdk/runanywhere-commons/src/core/rac_error_model.cpp
new file mode 100644
index 000000000..fbc9ed15e
--- /dev/null
+++ b/sdk/runanywhere-commons/src/core/rac_error_model.cpp
@@ -0,0 +1,45 @@
+#include "rac/core/rac_error_model.h"
+#include "rac/core/rac_error.h"
+
+#include <string.h>
+
+// ------------------------------------------------------------
+// Internal Helper: Determine Category from Error Code Range
+// ------------------------------------------------------------
+const char* rac_error_category(rac_result_t code) {
+    if (code >= -109 && code <= -100) return "Initialization";
+    if (code >= -129 && code <= -110) return "Model";
+    if (code >= -149 && code <= -130) return "Generation";
+    if (code >= -179 && code <= -150) return "Network";
+    if (code >= -219 && code <= -180) return "Storage";
+    if (code >= -229 && code <= -220) return "Hardware";
+    if (code >= -249 && code <= -230) return "ComponentState";
+    if (code >= -279 && code <= -250) return "Validation";
+    if (code >= -299 && code <= -280) return "Audio";
+    if (code >= -319 && code <= -300) return "LanguageVoice";
+    if (code >= -329 && code <= -320) return "Authentication";
+    if (code >= -349 && code <= -330) return "Security";
+    if (code >= -369 && code <= -350) return "Extraction";
+    if (code >= -379 && code <= -370) return "Calibration";
+    if (code >= -389 && code <= -380) return "Cancellation";
+    if (code >= -499 && code <= -400) return "ModuleService";
+    if (code >= -599 && code <= -500) return "PlatformAdapter";
+    if (code >= -699 && code <= -600) return "Backend";
+    if (code >= -799 && code <= -700) return "Event";
+    if (code >= -899 && code <= -800) return "Other";
+
+    if (code == RAC_SUCCESS) return "Success";
+
+    return "Unknown";
+}
+
+// ------------------------------------------------------------
+// Public API: Create Structured Error Model
+// ------------------------------------------------------------
+rac_error_model_t rac_make_error_model(rac_result_t code) {
+    rac_error_model_t model;
+    model.code = code;
+    model.message = rac_error_message(code);
+    model.category = rac_error_category(code);
+    return model;
+}
\ No newline at end of file
diff --git a/sdk/runanywhere-commons/src/core/rac_logger.cpp b/sdk/runanywhere-commons/src/core/rac_logger.cpp
index 98c70af40..53466a669 100644
--- a/sdk/runanywhere-commons/src/core/rac_logger.cpp
+++ b/sdk/runanywhere-commons/src/core/rac_logger.cpp
@@ -13,6 +13,7 @@
 #include <cstring>
 #include <mutex>
 
+#include "rac/core/rac_error_model.h"
 #include "rac/core/rac_platform_adapter.h"
 
 // =============================================================================
@@ -154,7 +155,10 @@ void log_to_stderr(rac_log_level_t level, const char* category, const char* mess
             fprintf(stream, ", func=%s", metadata->function);
         }
         if (metadata->error_code != 0) {
-            fprintf(stream, ", error_code=%d", metadata->error_code);
+            rac_error_model_t err = rac_make_error_model((rac_result_t)metadata->error_code);
+            fprintf(stream, ", error_code=%d", err.code);
+            fprintf(stream, ", error_category=%s", err.category);
+            fprintf(stream, ", error_message=%s", err.message);
         }
         if (metadata->model_id) {
             fprintf(stream, ", model=%s", metadata->model_id);