Improve voice recognition and correction quality#71

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Merged
IchenDEV merged 2 commits into from
Jul 29, 2026
Merged

Improve voice recognition and correction quality #71

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91b6250
Improve voice recognition and correction quality
IchenDEV Jul 29, 2026
3d416cb
Merge origin/main into codex/voice-quality
IchenDEV Jul 29, 2026
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29 changes: 20 additions & 9 deletions Sources/App/VoicePipeline+Processing.swift
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Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
appState.statusMessage = L("pipeline.formatting")

let started = CFAbsoluteTimeGetCurrent()
let processingOptions = TextProcessingOptions(settings: settings)
let dictionarySnapshot = PersonalDictionary.shared.snapshot()
let enableMemory = settings.enableMemory
let memoryWindowMinutes = settings.memoryWindowMinutes
let screenContext = await finishScreenContextCapture()
let inputContext = InputContext.capture(
targetApp: targetApp,
screenContext: screenContext.text,
outputMode: .processed,
inputLanguage: settings.inputLanguage,
inputLanguage: processingOptions.inputLanguage,
source: .menuBar
)
guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

let memoryContext = VoicePipelinePolicy.memoryContext(
for: .processed,
settings: settings,
enableMemory: enableMemory,
memoryWindowMinutes: memoryWindowMinutes,
currentContext: inputContext
)
let text = await textProcessor.process(
text: raw,
stylePrompt: settings.customStylePrompt,
model: settings.llmModel,
options: processingOptions,
screenContext: screenContext.text,
screenImage: screenContext.image,
memoryContext: memoryContext,
inputContext: inputContext
inputContext: inputContext,
dictionarySnapshot: dictionarySnapshot
)
recordFormattingDuration(started, label: "Smart Format")
return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
appState.statusMessage = L("pipeline.formatting")

let started = CFAbsoluteTimeGetCurrent()
let processingOptions = TextProcessingOptions(settings: settings)
let dictionarySnapshot = PersonalDictionary.shared.snapshot()
let enableMemory = settings.enableMemory
let memoryWindowMinutes = settings.memoryWindowMinutes
let screenContext = await finishScreenContextCapture()
let inputContext = InputContext.capture(
targetApp: targetApp,
screenContext: screenContext.text,
outputMode: .command,
inputLanguage: settings.inputLanguage,
inputLanguage: processingOptions.inputLanguage,
source: .menuBar
)
guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

let memoryContext = VoicePipelinePolicy.memoryContext(
for: .command,
settings: settings,
enableMemory: enableMemory,
memoryWindowMinutes: memoryWindowMinutes,
currentContext: inputContext
)
let text = await textProcessor.processCommand(
text: raw,
model: settings.llmModel,
options: processingOptions,
screenContext: screenContext.text,
screenImage: screenContext.image,
memoryContext: memoryContext,
inputContext: inputContext
inputContext: inputContext,
dictionarySnapshot: dictionarySnapshot
)
recordFormattingDuration(started, label: "Voice Command formatting")
return VoicePipelineOutput(text: text, context: inputContext)
Expand Down
89 changes: 70 additions & 19 deletions Sources/App/VoicePipeline+Replacement.swift
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Open in desktop
Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
settings: AppSettings,
targetApp: NSRunningApplication?
) async {
let quickText = immediateInsertText(from: raw, settings: settings)
let processingOptions = TextProcessingOptions(settings: settings)
let dictionarySnapshot = PersonalDictionary.shared.snapshot()
let enableMemory = settings.enableMemory
let memoryWindowMinutes = settings.memoryWindowMinutes
let quickText = immediateInsertText(
from: raw,
inputLanguage: processingOptions.inputLanguage,
dictionarySnapshot: dictionarySnapshot
)
let quickContext = InputContext.capture(
targetApp: targetApp,
screenContext: "",
outputMode: .processed,
inputLanguage: settings.inputLanguage,
inputLanguage: processingOptions.inputLanguage,
source: .menuBar
)
let ocrTask = screenOCRTask
let ocrStartedAt = screenOCRStartedAt
screenOCRTask = nil
screenOCRStartedAt = nil

guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
ocrTask?.cancel()
showNoSpeechDetected(
reason: "instant-insert preprocessing produced empty text"
)
return
}

appState.processedText = quickText
appState.phase = .inserting
appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
await self?.finishDeferredSmartFormat(
replacementID: replacement.id,
raw: raw,
settings: settings,
processingOptions: processingOptions,
dictionarySnapshot: dictionarySnapshot,
enableMemory: enableMemory,
memoryWindowMinutes: memoryWindowMinutes,
ocrTask: ocrTask,
ocrStartedAt: ocrStartedAt
)
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
private func finishDeferredSmartFormat(
replacementID: UUID,
raw: String,
settings: AppSettings,
processingOptions: TextProcessingOptions,
dictionarySnapshot: PersonalDictionarySnapshot,
enableMemory: Bool,
memoryWindowMinutes: Int,
ocrTask: Task<ScreenContextSnapshot, Never>?,
ocrStartedAt: CFAbsoluteTime?
) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
guard !Task.isCancelled else { return }
guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

let inputContext = InputContext(
appName: currentReplacement.targetAppName,
bundleIdentifier: currentReplacement.targetBundleIdentifier,
windowTitle: currentReplacement.context?.windowTitle,
let inputContext = Self.deferredInputContext(
for: currentReplacement,
screenContext: screenContext.text,
outputMode: .processed,
inputLanguage: settings.inputLanguage,
source: .menuBar
inputLanguage: processingOptions.inputLanguage
)
let memoryContext = VoicePipelinePolicy.memoryContext(
for: .processed,
settings: settings,
enableMemory: enableMemory,
memoryWindowMinutes: memoryWindowMinutes,
currentContext: inputContext
)

let formattedText = await textProcessor.process(
text: raw,
stylePrompt: settings.customStylePrompt,
model: settings.llmModel,
options: processingOptions,
screenContext: screenContext.text,
screenImage: screenContext.image,
memoryContext: memoryContext,
inputContext: inputContext,
allowsPreparedFallback: false
allowsPreparedFallback: false,
allowsGuardFallback: false,
dictionarySnapshot: dictionarySnapshot
)
let elapsed = CFAbsoluteTimeGetCurrent() - started
appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
appState.pendingReplacement = replacement
}

private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
static func deferredInputContext(
for replacement: DeferredReplacement,
screenContext: String,
inputLanguage: InputLanguage
) -> InputContext {
InputContext(
appName: replacement.targetAppName,
bundleIdentifier: replacement.targetBundleIdentifier,
windowTitle: replacement.context?.windowTitle,
screenContext: screenContext,
textBeforeSelection: replacement.context?.textBeforeSelection,
selectedText: replacement.context?.selectedText,
textAfterSelection: replacement.context?.textAfterSelection,
outputMode: .processed,
inputLanguage: inputLanguage,
source: .menuBar
)
}

private func immediateInsertText(
from raw: String,
inputLanguage: InputLanguage,
dictionarySnapshot: PersonalDictionarySnapshot
) -> String {
let cleaned = textProcessor.prepareForFormatting(
text: raw,
inputLanguage: inputLanguage,
dictionarySnapshot: dictionarySnapshot
)
let fallback = textProcessor.basicClean(
text: raw,
inputLanguage: inputLanguage,
dictionarySnapshot: dictionarySnapshot
)
if !cleaned.isEmpty { return cleaned }
if !fallback.isEmpty { return fallback }
return raw.trimmingCharacters(in: .whitespacesAndNewlines)
return ""
}

private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down
5 changes: 5 additions & 0 deletions Sources/App/VoicePipeline.swift
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Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
let micID = appState.settings.microphoneID
let language = appState.settings.inputLanguage.whisperCode
let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
currentEngine?.configureRecognition(
context: SpeechRecognitionContext(
dictionaryEntries: PersonalDictionary.shared.entries
)
)
if streamingEnabled {
currentEngine?.startListening(language: language) { [weak self] partialText in
Task { @MainActor in
Expand Down
21 changes: 19 additions & 2 deletions Sources/App/VoicePipelinePolicy.swift
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Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
currentContext: InputContext? = nil,
recentContextProvider: ((Int, InputContext?) -> String)? = nil
) -> String {
guard settings.enableMemory else { return "" }
memoryContext(
for: outputMode,
enableMemory: settings.enableMemory,
memoryWindowMinutes: settings.memoryWindowMinutes,
currentContext: currentContext,
recentContextProvider: recentContextProvider
)
}

@MainActor
static func memoryContext(
for outputMode: OutputMode,
enableMemory: Bool,
memoryWindowMinutes: Int,
currentContext: InputContext? = nil,
recentContextProvider: ((Int, InputContext?) -> String)? = nil
) -> String {
guard enableMemory else { return "" }
guard outputMode != .direct else { return "" }
let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
return provider(settings.memoryWindowMinutes, currentContext)
return provider(memoryWindowMinutes, currentContext)
}
}
6 changes: 4 additions & 2 deletions Sources/Config/AppSettings.swift
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Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

var localeIdentifier: String {
switch self {
case .auto, .chinese: return "zh-CN"
case .auto: return Locale.current.identifier
case .chinese: return "zh-CN"
case .english: return "en-US"
case .japanese: return "ja-JP"
case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
static let shared = AppSettings()
static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

@Published var hotkeyType: HotkeyType {
didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
?? .apple
whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
outputMode = OutputMode(rawValue: savedOutput)
Expand Down
23 changes: 15 additions & 8 deletions Sources/Config/ModelCatalog.swift
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Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
let supported = Set(rec.supported)

whisperModels = Self.curatedWhisperVariants.compactMap { variant in
let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
}
let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
WhisperModelSelection.matches($0, variant: variant)
}
guard let fullName, supported.contains(fullName) else { return nil }
return ModelEntry(
id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
}

appendLocalWhisperModels()
if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
settings.whisperModel = defaultID
let resolvedWhisperModel = WhisperModelSelection.resolve(
requested: settings.whisperModel,
available: whisperModels.map(\.id),
fallback: defaultID
)
if settings.whisperModel != resolvedWhisperModel {
settings.whisperModel = resolvedWhisperModel
}

llmModels = Self.defaultLLMModels.map {
ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
}
appendLocalLLMModels()
if !llmModels.contains(where: { $0.id == settings.llmModel }) {
settings.llmModel = llmModels.first?.id ?? ""
settings.llmModel = llmModels.first(where: {
$0.id == AppSettings.defaultLLMModelID
})?.id ?? llmModels.first?.id ?? ""
}

asrModels = Self.defaultASRModels.map {
Expand Down
5 changes: 5 additions & 0 deletions Sources/Integration/InputSessionCoordinator+AudioFile.swift
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Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
throw IntegrationError.modelNotReady
}
engine.configureRecognition(
context: SpeechRecognitionContext(
dictionaryEntries: PersonalDictionary.shared.entries
)
)

do {
try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
Loading
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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Improve voice recognition and correction quality#71

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to your account

 Merged

IchenDEV
merged 2 commits into

from

Jul 29, 2026
 Merged


Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Improve voice recognition and correction quality#71

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IchenDEV
merged 2 commits into

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Jul 29, 2026
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Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Improve voice recognition and correction quality#71

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 Merged

IchenDEV
merged 2 commits into

from

Jul 29, 2026
 Merged


Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

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Improve voice recognition and correction quality#71

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IchenDEV
merged 2 commits into

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Jul 29, 2026
 Merged


Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Improve voice recognition and correction quality#71

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Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

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privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
Sign in
to your account

 Merged

IchenDEV
merged 2 commits into

from

Jul 29, 2026
 Merged


Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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 Merged

IchenDEV
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Jul 29, 2026
 Merged


Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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IchenDEV
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Jul 29, 2026
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Improve voice recognition and correction quality
#71
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91b6250

Improve voice recognition and correction quality


IchenDEV Jul 29, 2026
3d416cb

Merge origin/main into codex/voice-quality


IchenDEV Jul 29, 2026

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29 changes: 20 additions & 9 deletions
Sources/App/VoicePipeline+Processing.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -154,29 +154,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Smart Format")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand All@@ -191,28 +196,34 @@ extension VoicePipeline {
 appState.statusMessage = L("pipeline.formatting")

 let started = CFAbsoluteTimeGetCurrent()
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let screenContext = await finishScreenContextCapture()
 let inputContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: screenContext.text,
 outputMode: .command,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 guard !Task.isCancelled else { return VoicePipelineOutput(text: "", context: inputContext) }

 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .command,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )
 let text = await textProcessor.processCommand(
 text: raw,
model: settings.llmModel,
options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext
 inputContext: inputContext,
 dictionarySnapshot: dictionarySnapshot
 )
 recordFormattingDuration(started, label: "Voice Command formatting")
 return VoicePipelineOutput(text: text, context: inputContext)
Expand Down

89 changes: 70 additions & 19 deletions
Sources/App/VoicePipeline+Replacement.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -38,19 +38,35 @@ extension VoicePipeline {
 settings: AppSettings,
 targetApp: NSRunningApplication?
 ) async {
 let quickText = immediateInsertText(from: raw, settings: settings)
 let processingOptions = TextProcessingOptions(settings: settings)
 let dictionarySnapshot = PersonalDictionary.shared.snapshot()
 let enableMemory = settings.enableMemory
 let memoryWindowMinutes = settings.memoryWindowMinutes
 let quickText = immediateInsertText(
 from: raw,
 inputLanguage: processingOptions.inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let quickContext = InputContext.capture(
 targetApp: targetApp,
 screenContext: "",
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 inputLanguage: processingOptions.inputLanguage,
 source: .menuBar
 )
 let ocrTask = screenOCRTask
 let ocrStartedAt = screenOCRStartedAt
 screenOCRTask = nil
 screenOCRStartedAt = nil

 guard !quickText.trimmingCharacters(in: .whitespacesAndNewlines).isEmpty else {
 ocrTask?.cancel()
 showNoSpeechDetected(
 reason: "instant-insert preprocessing produced empty text"
 )
 return
 }

 appState.processedText = quickText
 appState.phase = .inserting
 appState.statusMessage = L("pipeline.inserting")
Expand DownExpand Up@@ -94,7 +110,10 @@ extension VoicePipeline {
 await self?.finishDeferredSmartFormat(
 replacementID: replacement.id,
 raw: raw,
 settings: settings,
 processingOptions: processingOptions,
 dictionarySnapshot: dictionarySnapshot,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 ocrTask: ocrTask,
 ocrStartedAt: ocrStartedAt
 )
Expand DownExpand Up@@ -153,7 +172,10 @@ extension VoicePipeline {
 private func finishDeferredSmartFormat(
 replacementID: UUID,
 raw: String,
 settings: AppSettings,
 processingOptions: TextProcessingOptions,
 dictionarySnapshot: PersonalDictionarySnapshot,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 ocrTask: Task<ScreenContextSnapshot, Never>?,
 ocrStartedAt: CFAbsoluteTime?
 ) async {
Expand All@@ -167,30 +189,28 @@ extension VoicePipeline {
 guard !Task.isCancelled else { return }
 guard let currentReplacement = appState.pendingReplacement, currentReplacement.id == replacementID else { return }

 let inputContext = InputContext(
 appName: currentReplacement.targetAppName,
 bundleIdentifier: currentReplacement.targetBundleIdentifier,
 windowTitle: currentReplacement.context?.windowTitle,
 let inputContext = Self.deferredInputContext(
 for: currentReplacement,
 screenContext: screenContext.text,
 outputMode: .processed,
 inputLanguage: settings.inputLanguage,
 source: .menuBar
 inputLanguage: processingOptions.inputLanguage
 )
 let memoryContext = VoicePipelinePolicy.memoryContext(
 for: .processed,
 settings: settings,
 enableMemory: enableMemory,
 memoryWindowMinutes: memoryWindowMinutes,
 currentContext: inputContext
 )

 let formattedText = await textProcessor.process(
 text: raw,
 stylePrompt: settings.customStylePrompt,
 model: settings.llmModel,
 options: processingOptions,
 screenContext: screenContext.text,
 screenImage: screenContext.image,
 memoryContext: memoryContext,
 inputContext: inputContext,
 allowsPreparedFallback: false
 allowsPreparedFallback: false,
 allowsGuardFallback: false,
 dictionarySnapshot: dictionarySnapshot
 )
 let elapsed = CFAbsoluteTimeGetCurrent() - started
 appState.lastFormattingDurationSeconds = elapsed
Expand All@@ -215,12 +235,43 @@ extension VoicePipeline {
 appState.pendingReplacement = replacement
 }

 private func immediateInsertText(from raw: String, settings: AppSettings) -> String {
 let cleaned = textProcessor.prepareForFormatting(text: raw, inputLanguage: settings.inputLanguage)
 let fallback = textProcessor.basicClean(text: raw, inputLanguage: settings.inputLanguage)
 static func deferredInputContext(
 for replacement: DeferredReplacement,
 screenContext: String,
 inputLanguage: InputLanguage
 ) -> InputContext {
 InputContext(
 appName: replacement.targetAppName,
 bundleIdentifier: replacement.targetBundleIdentifier,
 windowTitle: replacement.context?.windowTitle,
 screenContext: screenContext,
 textBeforeSelection: replacement.context?.textBeforeSelection,
 selectedText: replacement.context?.selectedText,
 textAfterSelection: replacement.context?.textAfterSelection,
 outputMode: .processed,
 inputLanguage: inputLanguage,
 source: .menuBar
 )
 }

 private func immediateInsertText(
 from raw: String,
 inputLanguage: InputLanguage,
 dictionarySnapshot: PersonalDictionarySnapshot
 ) -> String {
 let cleaned = textProcessor.prepareForFormatting(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 let fallback = textProcessor.basicClean(
 text: raw,
 inputLanguage: inputLanguage,
 dictionarySnapshot: dictionarySnapshot
 )
 if !cleaned.isEmpty { return cleaned }
 if !fallback.isEmpty { return fallback }
 return raw.trimmingCharacters(in: .whitespacesAndNewlines)
 return ""
 }

 private func replacementCopyMessage(for reason: DeferredReplacementCopyReason) -> String {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/App/VoicePipeline.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -116,6 +116,11 @@ final class VoicePipeline {
 let micID = appState.settings.microphoneID
 let language = appState.settings.inputLanguage.whisperCode
 let streamingEnabled = appState.settings.enableStreamingRecognitionBeta
 currentEngine?.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )
 if streamingEnabled {
 currentEngine?.startListening(language: language) { [weak self] partialText in
 Task { @MainActor in
Expand Down

21 changes: 19 additions & 2 deletions
Sources/App/VoicePipelinePolicy.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -28,9 +28,26 @@ enum VoicePipelinePolicy {
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard settings.enableMemory else { return "" }
 memoryContext(
 for: outputMode,
 enableMemory: settings.enableMemory,
 memoryWindowMinutes: settings.memoryWindowMinutes,
 currentContext: currentContext,
 recentContextProvider: recentContextProvider
 )
 }

 @MainActor
 static func memoryContext(
 for outputMode: OutputMode,
 enableMemory: Bool,
 memoryWindowMinutes: Int,
 currentContext: InputContext? = nil,
 recentContextProvider: ((Int, InputContext?) -> String)? = nil
 ) -> String {
 guard enableMemory else { return "" }
 guard outputMode != .direct else { return "" }
 let provider = recentContextProvider ?? { MemoryStore.recentContext(windowMinutes: $0, currentContext: $1) }
 return provider(settings.memoryWindowMinutes, currentContext)
 return provider(memoryWindowMinutes, currentContext)
 }
}

6 changes: 4 additions & 2 deletions
Sources/Config/AppSettings.swift

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Original file line numberDiff line numberDiff line change
Expand Up@@ -224,7 +224,8 @@ enum InputLanguage: String, Codable, CaseIterable {

 var localeIdentifier: String {
 switch self {
 case .auto, .chinese: return "zh-CN"
 case .auto: return Locale.current.identifier
 case .chinese: return "zh-CN"
 case .english: return "en-US"
 case .japanese: return "ja-JP"
 case .korean: return "ko-KR"
Expand All@@ -235,6 +236,7 @@ enum InputLanguage: String, Codable, CaseIterable {

final class AppSettings: ObservableObject {
 static let shared = AppSettings()
 static let defaultLLMModelID = "mlx-community/Qwen3.5-2B-4bit"

 @Published var hotkeyType: HotkeyType {
 didSet {
Expand DownExpand Up@@ -343,7 +345,7 @@ final class AppSettings: ObservableObject {
 ?? (savedEngine.contains("Whisper") || savedEngine.contains("whisper") ? .whisper : nil)
 ?? .apple
 whisperModel = ud.string(forKey: Key.whisperModel.rawValue) ?? "large-v3"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? "mlx-community/Qwen3.5-2B-4bit"
 llmModel = ud.string(forKey: Key.llmModel.rawValue) ?? Self.defaultLLMModelID
 microphoneID = ud.string(forKey: Key.microphoneID.rawValue)
 let savedOutput = ud.string(forKey: Key.outputMode.rawValue) ?? ""
 outputMode = OutputMode(rawValue: savedOutput)
Expand Down

23 changes: 15 additions & 8 deletions
Sources/Config/ModelCatalog.swift

View file


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Original file line numberDiff line numberDiff line change
Expand Up@@ -91,11 +91,11 @@ final class ModelCatalog: ObservableObject {
 let supported = Set(rec.supported)

 whisperModels = Self.curatedWhisperVariants.compactMap { variant in
 let fullName = rec.supported.first { name in
guard let range = name.range(of: variant) else { return false }
let after = name[range.upperBound...]
return after.isEmpty || after.first == "_"
 }
 let fullName = WhisperModelSelection.matches(defaultID, variant: variant)
? defaultID
: rec.supported.first {
 WhisperModelSelection.matches($0, variant: variant)
}
 guard let fullName, supported.contains(fullName) else { return nil }
 return ModelEntry(
 id: fullName,
Expand All@@ -106,16 +106,23 @@ final class ModelCatalog: ObservableObject {
 }

 appendLocalWhisperModels()
 if !whisperModels.contains(where: { $0.id == settings.whisperModel }) {
 settings.whisperModel = defaultID
 let resolvedWhisperModel = WhisperModelSelection.resolve(
 requested: settings.whisperModel,
 available: whisperModels.map(\.id),
 fallback: defaultID
 )
 if settings.whisperModel != resolvedWhisperModel {
 settings.whisperModel = resolvedWhisperModel
 }

 llmModels = Self.defaultLLMModels.map {
 ModelEntry(id: $0.0, displayName: $0.1, hint: $0.2, family: $0.3, tier: $0.4)
 }
 appendLocalLLMModels()
 if !llmModels.contains(where: { $0.id == settings.llmModel }) {
 settings.llmModel = llmModels.first?.id ?? ""
 settings.llmModel = llmModels.first(where: {
 $0.id == AppSettings.defaultLLMModelID
 })?.id ?? llmModels.first?.id ?? ""
 }

 asrModels = Self.defaultASRModels.map {
Expand Down

5 changes: 5 additions & 0 deletions
Sources/Integration/InputSessionCoordinator+AudioFile.swift

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -23,6 +23,11 @@ extension InputSessionCoordinator {
 guard let engine = await engineProvider.engine(settings: settings), engine.isReady else {
 throw IntegrationError.modelNotReady
 }
 engine.configureRecognition(
 context: SpeechRecognitionContext(
 dictionaryEntries: PersonalDictionary.shared.entries
 )
 )

 do {
 try service.emitAudioReceived(sessionID: sessionID, clientID: clientID)
Expand Down
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