diff --git a/Examples/main/main.cpp b/Examples/main/main.cpp
index 0919131..7e318b0 100644
--- a/Examples/main/main.cpp
+++ b/Examples/main/main.cpp
@@ -5,10 +5,13 @@
 #include "miscUtils.h"
 #include <array>
 #include <atomic>
+#include <fstream>
+#include <vector>
 #include "textWriter.h"
 using namespace Whisper;
 
 #define STREAM_AUDIO 1
+#define USEBUFFER 0
 
 static HRESULT loadWhisperModel( const wchar_t* path, const std::wstring& gpu, iModel** pp )
 {
@@ -302,21 +305,46 @@ int wmain( int argc, wchar_t* argv[] )
 			wparams.encoder_begin_callback_user_data = &is_aborted;
 		}
 
-		if( STREAM_AUDIO && !wparams.flag( eFullParamsFlags::TokenTimestamps ) )
+#ifdef USEBUFFER
+		printf("----- USING BUFFER-------");
+			
+		std::ifstream file(fname, std::ios::binary);
+		file.seekg(0, std::ios::end);
+		size_t fileSize = file.tellg();
+		file.seekg(0, std::ios::beg);
+		std::vector<std::byte> data(fileSize);
+		file.read(reinterpret_cast<char*>(data.data()), fileSize);
+		file.close();
+		if (STREAM_AUDIO && !wparams.flag(eFullParamsFlags::TokenTimestamps)) {
+			ComLight::CComPtr<iAudioReader> reader;
+			CHECK(mf->loadAudioFileData(data.data(), data.size(), false, &reader));
+			sProgressSink progressSink{ nullptr, nullptr };
+			hr = context->runStreamed(wparams, progressSink, reader);
+		} 
+		else
+		{
+			ComLight::CComPtr<iAudioBuffer> buffer;
+			CHECK(mf->loadAudioFileDataBuffer(data.data(), data.size(), false, &buffer));
+			hr = context->runFull(wparams, buffer);
+		}
+		
+#else
+		if (STREAM_AUDIO && !wparams.flag(eFullParamsFlags::TokenTimestamps))
 		{
 			ComLight::CComPtr<iAudioReader> reader;
-			CHECK( mf->openAudioFile( fname.c_str(), params.diarize, &reader ) );
+			CHECK(mf->openAudioFile(fname.c_str(), params.diarize, &reader));
 			sProgressSink progressSink{ nullptr, nullptr };
-			hr = context->runStreamed( wparams, progressSink, reader );
+			hr = context->runStreamed(wparams, progressSink, reader);
 		}
 		else
 		{
 			// Token-level timestamps feature is not currently implemented when streaming the audio
 			// When these timestamps are requested, fall back to buffered mode.
 			ComLight::CComPtr<iAudioBuffer> buffer;
-			CHECK( mf->loadAudioFile( fname.c_str(), params.diarize, &buffer ) );
-			hr = context->runFull( wparams, buffer );
+			CHECK(mf->loadAudioFile(fname.c_str(), params.diarize, &buffer));
+			hr = context->runFull(wparams, buffer);
 		}
+#endif
 
 		if( FAILED( hr ) )
 		{
diff --git a/Whisper/API/iContext.cl.h b/Whisper/API/iContext.cl.h
index d66fa37..e81c753 100644
--- a/Whisper/API/iContext.cl.h
+++ b/Whisper/API/iContext.cl.h
@@ -29,6 +29,7 @@ namespace Whisper
 		virtual HRESULT COMLIGHTCALL runFull( const sFullParams& params, const iAudioBuffer* buffer ) = 0;
 		virtual HRESULT COMLIGHTCALL runStreamed( const sFullParams& params, const sProgressSink& progress, const iAudioReader* reader ) = 0;
 		virtual HRESULT COMLIGHTCALL runCapture( const sFullParams& params, const sCaptureCallbacks& callbacks, const iAudioCapture* reader ) = 0;
+		virtual HRESULT COMLIGHTCALL getLastError(char* error, size_t errorSize) = 0;
 
 		virtual HRESULT COMLIGHTCALL getResults( eResultFlags flags, iTranscribeResult** pp ) const = 0;
 		// Try to detect speaker by comparing channels of the stereo PCM data
diff --git a/Whisper/API/iContext.h b/Whisper/API/iContext.h
index 5d1f3b7..ef7abe2 100644
--- a/Whisper/API/iContext.h
+++ b/Whisper/API/iContext.h
@@ -26,6 +26,7 @@ namespace Whisper
 		HRESULT __stdcall runFull( const sFullParams& params, const iAudioBuffer* buffer );
 		HRESULT __stdcall runStreamed( const sFullParams& params, const sProgressSink& progress, const iAudioReader* reader );
 		HRESULT __stdcall runCapture( const sFullParams& params, const sCaptureCallbacks& callbacks, const iAudioCapture* reader );
+		HRESULT __stdcall getLastError(char* error, size_t errorSize);
 
 		HRESULT __stdcall getResults( eResultFlags flags, iTranscribeResult** pp ) const;
 		// Try to detect speaker by comparing channels of the stereo PCM data
diff --git a/Whisper/API/iMediaFoundation.cl.h b/Whisper/API/iMediaFoundation.cl.h
index f84d928..0b74ada 100644
--- a/Whisper/API/iMediaFoundation.cl.h
+++ b/Whisper/API/iMediaFoundation.cl.h
@@ -40,6 +40,7 @@ namespace Whisper
 		virtual HRESULT COMLIGHTCALL loadAudioFile( LPCTSTR path, bool stereo, iAudioBuffer** pp ) const = 0;
 		virtual HRESULT COMLIGHTCALL openAudioFile( LPCTSTR path, bool stereo, iAudioReader** pp ) = 0;
 		virtual HRESULT COMLIGHTCALL loadAudioFileData( const void* data, uint64_t size, bool stereo, iAudioReader** pp ) = 0;
+		virtual HRESULT COMLIGHTCALL loadAudioFileDataBuffer(const void* data, uint64_t size, bool stereo, iAudioBuffer** pp) = 0;
 
 		virtual HRESULT COMLIGHTCALL listCaptureDevices( pfnFoundCaptureDevices pfn, void* pv ) = 0;
 		virtual HRESULT COMLIGHTCALL openCaptureDevice( LPCTSTR endpoint, const sCaptureParams& captureParams, iAudioCapture** pp ) = 0;
diff --git a/Whisper/D3D/shaders.cpp b/Whisper/D3D/shaders.cpp
index 9d4c9ca..4e07b6e 100644
--- a/Whisper/D3D/shaders.cpp
+++ b/Whisper/D3D/shaders.cpp
@@ -1,62 +1,62 @@
-#include "stdafx.h"
-#include "shaders.h"
-#include "device.h"
-#include "../Utils/LZ4/lz4.h"
-
-namespace
-{
-#ifdef _DEBUG
-#include "shaderData-Debug.inl"
-#else
-#include "shaderData-Release.inl"
-#endif
-
-	// static std::vector<CComPtr<ID3D11ComputeShader>> s_shaders;
-}
-
-HRESULT DirectCompute::createComputeShaders( std::vector<CComPtr<ID3D11ComputeShader>>& shaders )
-{
-	constexpr size_t countBinaries = s_shaderOffsets.size() - 1;
-	const size_t cbDecompressedLength = s_shaderOffsets[ countBinaries ];
-	constexpr size_t countShaders = s_shaderBlobs32.size();
-
-	std::vector<uint8_t> dxbc;
-	try
-	{
-		shaders.resize( countShaders );
-		dxbc.resize( cbDecompressedLength );
-	}
-	catch( const std::bad_alloc& )
-	{
-		return E_OUTOFMEMORY;
-	}
-
-	const int lz4Status = LZ4_decompress_safe( (const char*)s_compressedShaders.data(), (char*)dxbc.data(), (int)s_compressedShaders.size(), (int)cbDecompressedLength );
-	if( lz4Status != (int)cbDecompressedLength )
-	{
-		logError( u8"LZ4_decompress_safe failed with status %i", lz4Status );
-		return PLA_E_CABAPI_FAILURE;
-	}
-	ID3D11Device* const dev = device();
-
-	const auto& blobs = gpuInfo().wave64() ? s_shaderBlobs64 : s_shaderBlobs32;
-
-	for( size_t i = 0; i < countShaders; i++ )
-	{
-		const size_t idxBinary = blobs[ i ];
-		const uint32_t offThis = s_shaderOffsets[ idxBinary ];
-		const uint8_t* rsi = &dxbc[ offThis ];
-		const size_t len = s_shaderOffsets[ idxBinary + 1 ] - offThis;
-		const HRESULT hr = dev->CreateComputeShader( rsi, len, nullptr, &shaders[ i ] );
-		if( SUCCEEDED( hr ) )
-			continue;
-
-		const uint64_t binaryBit = ( 1ull << idxBinary );
-		if( 0 != ( binaryBit & fp64ShadersBitmap ) )
-			continue;	// This shader uses FP64 math, the support for that is optional. When not supported, CreateComputeShader method is expected to fail.
-		// TODO [low]: ideally, query for the support when creating the device, and don't even try creating these compute shaders
-		return hr;
-	}
-
-	return S_OK;
+#include "stdafx.h"
+#include "shaders.h"
+#include "device.h"
+#include "../Utils/LZ4/lz4.h"
+
+namespace
+{
+#ifdef _DEBUG
+#include "shaderData-Release.inl" //"shaderData-Debug.inl"
+#else
+#include "shaderData-Release.inl"
+#endif
+
+	// static std::vector<CComPtr<ID3D11ComputeShader>> s_shaders;
+}
+
+HRESULT DirectCompute::createComputeShaders( std::vector<CComPtr<ID3D11ComputeShader>>& shaders )
+{
+	constexpr size_t countBinaries = s_shaderOffsets.size() - 1;
+	const size_t cbDecompressedLength = s_shaderOffsets[ countBinaries ];
+	constexpr size_t countShaders = s_shaderBlobs32.size();
+
+	std::vector<uint8_t> dxbc;
+	try
+	{
+		shaders.resize( countShaders );
+		dxbc.resize( cbDecompressedLength );
+	}
+	catch( const std::bad_alloc& )
+	{
+		return E_OUTOFMEMORY;
+	}
+
+	const int lz4Status = LZ4_decompress_safe( (const char*)s_compressedShaders.data(), (char*)dxbc.data(), (int)s_compressedShaders.size(), (int)cbDecompressedLength );
+	if( lz4Status != (int)cbDecompressedLength )
+	{
+		logError( u8"LZ4_decompress_safe failed with status %i", lz4Status );
+		return PLA_E_CABAPI_FAILURE;
+	}
+	ID3D11Device* const dev = device();
+
+	const auto& blobs = gpuInfo().wave64() ? s_shaderBlobs64 : s_shaderBlobs32;
+
+	for( size_t i = 0; i < countShaders; i++ )
+	{
+		const size_t idxBinary = blobs[ i ];
+		const uint32_t offThis = s_shaderOffsets[ idxBinary ];
+		const uint8_t* rsi = &dxbc[ offThis ];
+		const size_t len = s_shaderOffsets[ idxBinary + 1 ] - offThis;
+		const HRESULT hr = dev->CreateComputeShader( rsi, len, nullptr, &shaders[ i ] );
+		if( SUCCEEDED( hr ) )
+			continue;
+
+		const uint64_t binaryBit = ( 1ull << idxBinary );
+		if( 0 != ( binaryBit & fp64ShadersBitmap ) )
+			continue;	// This shader uses FP64 math, the support for that is optional. When not supported, CreateComputeShader method is expected to fail.
+		// TODO [low]: ideally, query for the support when creating the device, and don't even try creating these compute shaders
+		return hr;
+	}
+
+	return S_OK;
 }
\ No newline at end of file
diff --git a/Whisper/MF/MediaFoundation.cpp b/Whisper/MF/MediaFoundation.cpp
index 361aa1c..4567e5e 100644
--- a/Whisper/MF/MediaFoundation.cpp
+++ b/Whisper/MF/MediaFoundation.cpp
@@ -136,6 +136,10 @@ namespace Whisper
 			res.detach( pp );
 			return S_OK;
 		}
+		HRESULT COMLIGHTCALL loadAudioFileDataBuffer(const void* data, uint64_t size, bool stereo, iAudioBuffer** pp) noexcept override final
+		{
+			return Whisper::loadAudioMemoryFile(data, size, stereo, pp);
+		}
 		HRESULT COMLIGHTCALL listCaptureDevices( pfnFoundCaptureDevices pfn, void* pv ) noexcept override final
 		{
 			return captureDeviceList( pfn, pv );
diff --git a/Whisper/MF/loadAudioFile.cpp b/Whisper/MF/loadAudioFile.cpp
index 354e140..1cd3c9c 100644
--- a/Whisper/MF/loadAudioFile.cpp
+++ b/Whisper/MF/loadAudioFile.cpp
@@ -6,6 +6,7 @@
 #include <mfidl.h>
 #include <mfreadwrite.h>
 #include <mfapi.h>
+#include <shlwapi.h>
 #pragma comment(lib, "Mfreadwrite.lib")
 #pragma comment(lib, "mfuuid.lib")
 
@@ -37,8 +38,10 @@ namespace Whisper
 			rdi = 0;
 			return S_OK;
 		}
+		HRESULT _loadBuffer(CComPtr<IMFSourceReader> reader, LPCTSTR path, bool stereo);
 	public:
 		HRESULT load( LPCTSTR path, bool stereo );
+		HRESULT loadBuffer(const void* data, uint64_t size, bool stereo);
 	};
 
 	HRESULT MediaFileBuffer::load( LPCTSTR path, bool stereo )
@@ -51,8 +54,16 @@ namespace Whisper
 			return hr;
 		}
 
-		CHECK( reader->SetStreamSelection( MF_SOURCE_READER_ALL_STREAMS, FALSE ) );
-		CHECK( reader->SetStreamSelection( MF_SOURCE_READER_FIRST_AUDIO_STREAM, TRUE ) );
+		return _loadBuffer(reader, path, stereo);
+	}
+
+
+	HRESULT MediaFileBuffer::_loadBuffer(CComPtr<IMFSourceReader> reader, LPCTSTR path, bool stereo)
+	{
+
+		CHECK(reader->SetStreamSelection(MF_SOURCE_READER_ALL_STREAMS, FALSE));
+		CHECK(reader->SetStreamSelection(MF_SOURCE_READER_FIRST_AUDIO_STREAM, TRUE));
+
 
 		CComPtr<IMFMediaType> mtNative;
 		CHECK( reader->GetNativeMediaType( MF_SOURCE_READER_FIRST_AUDIO_STREAM, MF_SOURCE_READER_CURRENT_TYPE_INDEX, &mtNative ) );
@@ -73,7 +84,7 @@ namespace Whisper
 			CComPtr<IMFSample> sample;
 
 			// Read the next sample.
-			hr = reader->ReadSample( (DWORD)MF_SOURCE_READER_FIRST_AUDIO_STREAM, 0, nullptr, &dwFlags, nullptr, &sample );
+			HRESULT hr = reader->ReadSample( (DWORD)MF_SOURCE_READER_FIRST_AUDIO_STREAM, 0, nullptr, &dwFlags, nullptr, &sample );
 			if( FAILED( hr ) )
 			{
 				logErrorHr( hr, u8"IMFSourceReader.ReadSample" );
@@ -136,8 +147,34 @@ namespace Whisper
 		return S_OK;
 
 	}
+
+	
+
+	HRESULT MediaFileBuffer::loadBuffer(const void* data, uint64_t size, bool stereo)
+	{
+
+		CComPtr<IMFSourceReader> reader;
+		CComPtr<IStream> comStream;
+		// Microsoft neglected to document their API, but Wine returns a new stream with reference counter = 1
+		// See shstream_create() function there https://source.winehq.org/source/dlls/shcore/main.c#0832
+		// That's why we need the Attach(), as opposed to an assignment
+		comStream.Attach(SHCreateMemStream((const BYTE*)data, (UINT)size));
+		if (!comStream)
+		{
+			logError(u8"SHCreateMemStream failed");
+			return E_FAIL;
+		}
+
+		CComPtr<IMFByteStream> mfStream;
+		CHECK(MFCreateMFByteStreamOnStream(comStream, &mfStream));
+		HRESULT hr = MFCreateSourceReaderFromByteStream(mfStream, nullptr, &reader);
+
+		return _loadBuffer(reader, L"memory", stereo);
+	}
 }
 
+
+
 HRESULT COMLIGHTCALL Whisper::loadAudioFile( LPCTSTR path, bool stereo, iAudioBuffer** pp )
 {
 	if( nullptr == path || nullptr == pp )
@@ -148,4 +185,16 @@ HRESULT COMLIGHTCALL Whisper::loadAudioFile( LPCTSTR path, bool stereo, iAudioBu
 	CHECK( obj->load( path, stereo ) );
 	obj.detach( pp );
 	return S_OK;
+}
+
+HRESULT COMLIGHTCALL Whisper::loadAudioMemoryFile(const void *data, uint64_t size, bool stereo, iAudioBuffer** pp)
+{
+	if (nullptr == data || nullptr == pp || size == 0)
+		return E_POINTER;
+
+	ComLight::CComPtr<ComLight::Object<MediaFileBuffer>> obj;
+	CHECK(ComLight::Object<MediaFileBuffer>::create(obj));
+	CHECK(obj->loadBuffer(data, size, stereo));
+	obj.detach(pp); 
+	return S_OK;
 }
\ No newline at end of file
diff --git a/Whisper/MF/loadAudioFile.h b/Whisper/MF/loadAudioFile.h
index 9736ccd..e800444 100644
--- a/Whisper/MF/loadAudioFile.h
+++ b/Whisper/MF/loadAudioFile.h
@@ -4,4 +4,5 @@
 namespace Whisper
 {
 	HRESULT COMLIGHTCALL loadAudioFile( LPCTSTR path, bool stereo, iAudioBuffer** pp );
+	HRESULT COMLIGHTCALL loadAudioMemoryFile(const void* Buffer, uint64_t len, bool stereo, iAudioBuffer** pp);
 }
\ No newline at end of file
diff --git a/Whisper/Whisper.vcxproj b/Whisper/Whisper.vcxproj
index 9052351..d9fcab1 100644
--- a/Whisper/Whisper.vcxproj
+++ b/Whisper/Whisper.vcxproj
@@ -1,366 +1,368 @@
-<?xml version="1.0" encoding="utf-8"?>
-<Project DefaultTargets="Build" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
-  <ItemGroup Label="ProjectConfigurations">
-    <ProjectConfiguration Include="Debug|x64">
-      <Configuration>Debug</Configuration>
-      <Platform>x64</Platform>
-    </ProjectConfiguration>
-    <ProjectConfiguration Include="Release|x64">
-      <Configuration>Release</Configuration>
-      <Platform>x64</Platform>
-    </ProjectConfiguration>
-  </ItemGroup>
-  <PropertyGroup Label="Globals">
-    <VCProjectVersion>16.0</VCProjectVersion>
-    <Keyword>Win32Proj</Keyword>
-    <ProjectGuid>{701df8c8-e4a5-43ec-9c6b-747bbf4d8e71}</ProjectGuid>
-    <RootNamespace>Whisper</RootNamespace>
-    <WindowsTargetPlatformVersion>10.0</WindowsTargetPlatformVersion>
-  </PropertyGroup>
-  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.Default.props" />
-  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'" Label="Configuration">
-    <ConfigurationType>DynamicLibrary</ConfigurationType>
-    <UseDebugLibraries>true</UseDebugLibraries>
-    <PlatformToolset>v143</PlatformToolset>
-    <CharacterSet>Unicode</CharacterSet>
-  </PropertyGroup>
-  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'" Label="Configuration">
-    <ConfigurationType>DynamicLibrary</ConfigurationType>
-    <UseDebugLibraries>false</UseDebugLibraries>
-    <PlatformToolset>v143</PlatformToolset>
-    <WholeProgramOptimization>true</WholeProgramOptimization>
-    <CharacterSet>Unicode</CharacterSet>
-  </PropertyGroup>
-  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.props" />
-  <ImportGroup Label="ExtensionSettings">
-  </ImportGroup>
-  <ImportGroup Label="Shared">
-  </ImportGroup>
-  <ImportGroup Label="PropertySheets" Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
-    <Import Project="$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props" Condition="exists('$(UserRootDir)\Microsoft.Cpp.$(Platform).user.props')" Label="LocalAppDataPlatform" />
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-  </ImportGroup>
-  <PropertyGroup Label="UserMacros" />
-  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
-    <IncludePath>$(ProjectDir);$(IncludePath)</IncludePath>
-  </PropertyGroup>
-  <PropertyGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
-    <IncludePath>$(ProjectDir);$(IncludePath)</IncludePath>
-  </PropertyGroup>
-  <ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Debug|x64'">
-    <ClCompile>
-      <WarningLevel>Level3</WarningLevel>
-      <SDLCheck>true</SDLCheck>
-      <PreprocessorDefinitions>_DEBUG;WHISPER_EXPORTS;_WINDOWS;_USRDLL;%(PreprocessorDefinitions)</PreprocessorDefinitions>
-      <ConformanceMode>true</ConformanceMode>
-      <LanguageStandard>stdcpp20</LanguageStandard>
-      <PrecompiledHeader>Use</PrecompiledHeader>
-      <MultiProcessorCompilation>true</MultiProcessorCompilation>
-      <EnableEnhancedInstructionSet>AdvancedVectorExtensions</EnableEnhancedInstructionSet>
-    </ClCompile>
-    <Link>
-      <SubSystem>Windows</SubSystem>
-      <GenerateDebugInformation>true</GenerateDebugInformation>
-      <EnableUAC>false</EnableUAC>
-      <ModuleDefinitionFile>whisper.def</ModuleDefinitionFile>
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-  <ItemDefinitionGroup Condition="'$(Configuration)|$(Platform)'=='Release|x64'">
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-      <WarningLevel>Level3</WarningLevel>
-      <FunctionLevelLinking>true</FunctionLevelLinking>
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-      <SDLCheck>true</SDLCheck>
-      <PreprocessorDefinitions>NDEBUG;WHISPER_EXPORTS;_WINDOWS;_USRDLL;%(PreprocessorDefinitions)</PreprocessorDefinitions>
-      <ConformanceMode>true</ConformanceMode>
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-      <PrecompiledHeader>Use</PrecompiledHeader>
-      <MultiProcessorCompilation>true</MultiProcessorCompilation>
-      <RuntimeLibrary>MultiThreaded</RuntimeLibrary>
-      <EnableEnhancedInstructionSet>AdvancedVectorExtensions</EnableEnhancedInstructionSet>
-    </ClCompile>
-    <Link>
-      <SubSystem>Windows</SubSystem>
-      <EnableCOMDATFolding>true</EnableCOMDATFolding>
-      <OptimizeReferences>true</OptimizeReferences>
-      <GenerateDebugInformation>true</GenerateDebugInformation>
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-      <ModuleDefinitionFile>whisper.def</ModuleDefinitionFile>
-      <LinkTimeCodeGeneration>UseLinkTimeCodeGeneration</LinkTimeCodeGeneration>
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-  </ItemDefinitionGroup>
-  <ItemGroup>
-    <ProjectReference Include="..\ComLightLib\ComLightLib.vcxproj">
-      <Project>{52f486e7-830c-45d8-be47-e76b5aab2772}</Project>
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+    <ClInclude Include="API\sLoadModelCallbacks.h" />
+    <ClInclude Include="API\sModelSetup.h" />
+    <ClInclude Include="API\SpecialTokens.h" />
+    <ClInclude Include="API\sFullParams.h" />
+    <ClInclude Include="API\whisperComLight.h" />
+    <ClInclude Include="API\whisperWindows.h" />
+    <ClInclude Include="CPU\BufferAllocator.h" />
+    <ClInclude Include="CPU\mulMatUtils.hpp" />
+    <ClInclude Include="CPU\Tensor.h" />
+    <ClInclude Include="CPU\DecoderTensors.h" />
+    <ClInclude Include="CPU\HybridLoader.h" />
+    <ClInclude Include="D3D\createDevice.h" />
+    <ClInclude Include="D3D\listGPUs.h" />
+    <ClInclude Include="D3D\sGpuInfo.h" />
+    <ClInclude Include="ML\Device.h" />
+    <ClInclude Include="ML\DbgNanTest.h" />
+    <ClInclude Include="ML\mlUtils.h" />
+    <ClInclude Include="Utils\MurmurHash3.h" />
+    <ClInclude Include="Utils\DelayExecution.h" />
+    <ClInclude Include="Hybrid\HybridContext.h" />
+    <ClInclude Include="CPU\ParallelForRunner.h" />
+    <ClInclude Include="CPU\LargeBuffer.h" />
+    <ClInclude Include="CPU\simdUtils.h" />
+    <ClInclude Include="CPU\MlContext.h" />
+    <ClInclude Include="CPU\KvTensors.h" />
+    <ClInclude Include="Hybrid\KeyValueDownloader.h" />
+    <ClInclude Include="ML\reshapedMultiply.h" />
+    <ClInclude Include="ML\testUtilsC.h" />
+    <ClInclude Include="CPU\mulMat.h" />
+    <ClInclude Include="CPU\mulMatImpl.h" />
+    <ClInclude Include="ML\Reshaper.h" />
+    <ClInclude Include="Utils\Logger.h" />
+    <ClInclude Include="MF\AudioCapture.h" />
+    <ClInclude Include="Utils\LZ4\lz4.h" />
+    <ClInclude Include="Whisper\sModelParams.h" />
+    <ClInclude Include="Whisper\voiceActivityDetection.h" />
+    <ClInclude Include="Whisper\MelStreamer.h" />
+    <ClInclude Include="Whisper\melSpectrogram.h" />
+    <ClInclude Include="modelFactory.h" />
+    <ClInclude Include="MF\AudioBuffer.h" />
+    <ClInclude Include="MF\PcmReader.h" />
+    <ClInclude Include="Utils\miscUtils.h" />
+    <ClInclude Include="Utils\Trace\tracing.h" />
+    <ClInclude Include="Utils\Trace\TraceStructures.h" />
+    <ClInclude Include="Utils\Trace\TraceWriter.h" />
+    <ClInclude Include="source.compat\convertThings.h" />
+    <ClInclude Include="MF\mfUtils.h" />
+    <ClInclude Include="MF\loadAudioFile.h" />
+    <ClInclude Include="MF\mfStartup.h" />
+    <ClInclude Include="API\TranscribeStructs.h" />
+    <ClInclude Include="resource.h" />
+    <ClInclude Include="Utils\ReadStream.h" />
+    <ClInclude Include="Whisper\audioConstants.h" />
+    <ClInclude Include="Whisper\iSpectrogram.h" />
+    <ClInclude Include="Whisper\sTokenData.h" />
+    <ClInclude Include="Whisper\TranscribeResult.h" />
+    <ClInclude Include="Utils\ProfileCollection.h" />
+    <ClInclude Include="Utils\CpuProfiler.h" />
+    <ClInclude Include="Utils\GpuProfiler.h" />
+    <ClInclude Include="ML\TensorsArena.h" />
+    <ClInclude Include="Utils\GpuProfilerSimple.h" />
+    <ClInclude Include="Whisper\Languages.h" />
+    <ClInclude Include="Whisper\ContextImpl.h" />
+    <ClInclude Include="Whisper\ModelImpl.h" />
+    <ClInclude Include="Utils\parallelFor.h" />
+    <ClInclude Include="Whisper\Spectrogram.h" />
+    <ClInclude Include="Whisper\loaderUtils.h" />
+    <ClInclude Include="Whisper\WhisperModel.h" />
+    <ClInclude Include="Whisper\Vocabulary.h" />
+    <ClInclude Include="Whisper\DecoderResultBuffer.h" />
+    <ClInclude Include="Whisper\DecoderInputBuffers.h" />
+    <ClInclude Include="Whisper\KeyValueBuffers.h" />
+    <ClInclude Include="D3D\Binder.h" />
+    <ClInclude Include="ML\LookupTables.h" />
+    <ClInclude Include="ML\LookupTablesData.h" />
+    <ClInclude Include="ML\MlContext.h" />
+    <ClInclude Include="ML\ConstantBuffer.h" />
+    <ClInclude Include="D3D\device.h" />
+    <ClInclude Include="D3D\createBuffer.h" />
+    <ClInclude Include="D3D\enums.h" />
+    <ClInclude Include="D3D\MappedResource.h" />
+    <ClInclude Include="Whisper\sEncodeParams.h" />
+    <ClInclude Include="Whisper\WhisperContext.h" />
+    <ClInclude Include="Whisper\ModelBuffers.h" />
+    <ClInclude Include="Whisper\ModelLoader.h" />
+    <ClInclude Include="D3D\RenderDoc\renderdoc_app.h" />
+    <ClInclude Include="D3D\shaderNames.h" />
+    <ClInclude Include="D3D\shaders.h" />
+    <ClInclude Include="D3D\downloadBuffer.h" />
+    <ClInclude Include="D3D\RenderDoc\renderDoc.h" />
+    <ClInclude Include="Whisper\MelInputTensor.h" />
+    <ClInclude Include="ML\TensorShape.h" />
+    <ClInclude Include="source\ggml.h" />
+    <ClInclude Include="source\whisper.h" />
+    <ClInclude Include="ML\TempBuffers.h" />
+    <ClInclude Include="ML\tensorOpsTests.h" />
+    <ClInclude Include="stdafx.h" />
+    <ClInclude Include="ML\testUtils.h" />
+    <ClInclude Include="ML\Tensor.h" />
+    <ClInclude Include="ML\TensorGpuViews.h" />
+    <ClInclude Include="ML\TensorEx.h" />
+  </ItemGroup>
+  <ItemGroup>
+    <None Include="D3D\shaderData-Debug.inl" />
+    <None Include="D3D\shaderData-Release.inl" />
+    <None Include="CPU\mulMat.kernel.hpp" />
+    <None Include="source\LICENSE" />
+    <None Include="whisper.def" />
+    <None Include="Whisper\languageCodez.inl" />
+    <None Include="Whisper\languageCodez.tsv" />
+  </ItemGroup>
+  <ItemGroup>
+    <Natvis Include="misc.natvis" />
+  </ItemGroup>
+  <ItemGroup>
+    <ResourceCompile Include="Resource.rc" />
+  </ItemGroup>
+  <ItemGroup>
+    <Text Include="API\Readme.txt" />
+    <Text Include="CPU\Readme.txt" />
+    <Text Include="Hybrid\Readme.txt" />
+    <Text Include="Readme.txt" />
+    <Text Include="source.compat\Readme.txt" />
+    <Text Include="source\Readme.txt" />
+  </ItemGroup>
+  <Import Project="$(VCTargetsPath)\Microsoft.Cpp.targets" />
+  <ImportGroup Label="ExtensionTargets">
+  </ImportGroup>
 </Project>
\ No newline at end of file
diff --git a/Whisper/Whisper/ContextImpl.h b/Whisper/Whisper/ContextImpl.h
index 033f447..871aa2f 100644
--- a/Whisper/Whisper/ContextImpl.h
+++ b/Whisper/Whisper/ContextImpl.h
@@ -29,6 +29,7 @@ namespace Whisper
 		HRESULT COMLIGHTCALL runFull( const sFullParams& params, const iAudioBuffer* buffer ) override final;
 		HRESULT COMLIGHTCALL runStreamed( const sFullParams& params, const sProgressSink& progress, const iAudioReader* reader ) override final;
 		HRESULT COMLIGHTCALL runCapture( const sFullParams& params, const sCaptureCallbacks& callbacks, const iAudioCapture* reader ) override final;
+		HRESULT COMLIGHTCALL  getLastError(char* error, size_t errorSize) override final;
 
 		struct Segment
 		{
diff --git a/Whisper/Whisper/ContextImpl.misc.cpp b/Whisper/Whisper/ContextImpl.misc.cpp
index 21c4a49..f1cb96a 100644
--- a/Whisper/Whisper/ContextImpl.misc.cpp
+++ b/Whisper/Whisper/ContextImpl.misc.cpp
@@ -356,6 +356,21 @@ int ContextImpl::wrapSegment( int max_len )
 	return res;
 }
 
+static std::string lastError;
+
+HRESULT COMLIGHTCALL ContextImpl::getLastError( char *error, size_t errorSize )
+{
+	if( errorSize == 0 )
+		return E_INVALIDARG;
+
+	if( errorSize > lastError.size() )
+		errorSize = lastError.size();
+
+	memcpy( error, lastError.c_str(), errorSize );
+	error[ errorSize] = 0;
+	return S_OK;
+}
+
 HRESULT COMLIGHTCALL ContextImpl::runFull( const sFullParams& params, const iAudioBuffer* buffer )
 {
 #if SAVE_DEBUG_TRACE
@@ -379,9 +394,15 @@ HRESULT COMLIGHTCALL ContextImpl::runFull( const sFullParams& params, const iAud
 
 	try
 	{
+		lastError = "";
 		sProgressSink progressSink{ nullptr, nullptr };
 		return runFullImpl( params, progressSink, spectrogram );
 	}
+	catch (const std::exception& e)
+	{
+		lastError = e.what();
+		return E_FAIL;
+	}
 	catch( HRESULT hr )
 	{
 		return hr;
@@ -401,6 +422,7 @@ HRESULT COMLIGHTCALL ContextImpl::runStreamed( const sFullParams& params, const
 
 	try
 	{
+		lastError = "";
 		if( params.cpuThreads > 1 )
 		{
 			MelStreamerThread mel{ model.shared->filters, profiler, reader, params.cpuThreads };
@@ -412,6 +434,11 @@ HRESULT COMLIGHTCALL ContextImpl::runStreamed( const sFullParams& params, const
 			return runFullImpl( params, progress, mel );
 		}
 	}
+	catch (const std::exception& e)
+	{
+		lastError = e.what();
+		return E_FAIL;
+	}
 	catch( HRESULT hr )
 	{
 		return hr;