BLA
BLA (Blind LLM Agents) is the open-source Blue Defense MCP and CLI built to protect software artifacts against automated AI reverse-engineering workflows.
为 Mac 打造的低功耗 AI 隐私屏:离开即遮挡,回来一键解锁。全部在本机运行。
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Low-power privacy screen for macOS: covers when you step away, peek alerts, posture reminders, saved-face unlock, Sony earbud head tracking. Fork of QuietGlass. 简体中文.
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Taken from the repository README
Loading the full README.
Read the full README ↗A low-power privacy screen for macOS that covers your display when you step away — and, if you like, clears only for faces you've saved. 为 Mac 打造的低功耗隐私屏:离开即遮挡,回来按键解锁;也可以只为你保存的面孔解除。
Website & live demo → · macOS 14+ · Apple silicon recommended · MIT
QuietGlass Plus is a fork of QuietGlass by Clinton Imaro. Upstream is a feature-rich privacy toolkit (window and area blur, sensitive-text detection, AirPods head tracking). This fork keeps all of that and focuses on one job: running all day in the background without costing battery, while being harder to switch off for whoever sits down at your Mac.
| Away (default) · 离开模式(默认) | Recognize me · 识别本人 | |
|---|---|---|
| Covers when | no face for 3–30 s (default 5) | you leave, a stranger appears, or an extra face looks on |
| Clears when | any key within a minute; then Esc + Touch ID | a saved face is recognized (optional head turn) |
| Camera while you work | face detection only, 2/s | detection + recognition, 3/s steady, 10/s while verifying |
| Camera while covered | off | on, waiting for you |
| Recognition model | not loaded | SFace on the Neural Engine |
Away mode, step by step: the camera only asks is there a face? twice a second. After 5 s with nobody in view the screen is covered and the camera switches off. Within the first minute any key unlocks; after that, Esc plus Touch ID (both limits are adjustable).
Either mode can lock macOS after N minutes away. Head tracking (look away → cover) works with the camera, AirPods, or Sony/Android head-tracker earbuds.
Every style is opaque on its first frame — the animation plays over a screen that is already hidden. Captured blur (upstream's adjustable blur, which needs screen recording) remains available for manual, window and area protection.
flowchart LR
cam["Camera<br/>15 fps sensor · 420v"] --> skip["skip frames<br/>2–10 analyses/s"]
skip --> vision["Vision face rectangles"]
vision -->|Away| away["AwayPolicy<br/>no face ≥ N s"]
vision -->|Recognize me| lm["landmarks → SFace on ANE<br/>128-d embedding"]
lm --> match["FaceProfiles (≤5, Keychain)<br/>→ OwnerPresence"]
hid["Sony WF-1000XM6<br/>HID head tracker 25 Hz"] --> stitch["reset stitching<br/>12 s warm-up"] --> offset["total rotation<br/>from center"]
away --> cover["PrivacyCover<br/>fold · frosted · curtain · black"]
match --> cover
offset --> cover
away -. covered .-> off["camera off"]
PrivacyCover is a borderless panel above everything (including the notch controls) whose frosted layer is composited by WindowServer; the fold and curtain animations play over an already opaque first frame. After 15 s away it settles on black so WindowServer stops recomputing blur.Real data from a WF-1000XM6 (after the 12 s warm-up): turning right and looking down at the keyboard both leave the ±15° range and cover the screen. Each new audio stream resets the earbuds' reference frame; QuietGlass stitches across resets so a calibrated center stays valid.
The camera is what costs power, not the AI: halving the sensor rate halves cameracaptured, and in away mode the camera is simply off while you're gone. Upstream's 10 fps request was outside the built-in camera's 15–30 fps range, so it captured at 30 fps; its owner recognition ran on the CPU for every face in every frame; and it kept a full-resolution screen recording warm while monitoring. SFace now runs on the Neural Engine, verified against the CPU path (cosine > 0.999).
Reproduce with scripts/measure-power.sh and scripts/bench-pipeline.swift.
scripts/setup-isolated-signing.sh # once: stable self-signed identity in its own keychain,
# so Camera approval survives rebuilds (no login-keychain changes)
bash build.sh "$PWD/dist/QuietGlass.app"
ditto dist/QuietGlass.app /Applications/QuietGlass.app
Then open Settings → Protection, choose a protection mode and turn on Detect additional faces (the master switch; 中文界面为“摄像头自动保护(总开关)”).
Requires Xcode 26 or later. swift test runs 210 unit tests (ShieldCore policies, owner recognition, away monitor, earbud stitching, real Vision + SFace fixtures).
| Area | Files |
|---|---|
| Away mode, any-key window, peek alert | Sources/ShieldCore/AwayPolicy.swift, Sources/QuietGlass/AwayMonitor.swift, PeekAlert.swift |
| Posture reminders | Sources/ShieldCore/PosturePolicy.swift |
| Capture-free covers | Sources/QuietGlass/PrivacyCover.swift |
| Up to 5 saved faces, migration from 0.1.x | FaceProfile/FaceProfiles in OwnerRecognitionPolicy.swift, OwnerTemplateStore.swift |
| Adaptive camera rate, Neural Engine | NearbyPeople.swift (FaceCamera), SharedFaceCamera.swift, OwnerFaceModel.swift |
| Earbud head tracking | HIDHeadTracker.swift, HeadTrackerStitcher + frame-independent HeadOffset in ShieldResponse.swift |
| Screen lock / sleep handling, auto-lock | AppModel.swift, ScreenLock.swift |
| Simplified Chinese | Localization.swift, Resources/Localization/zh_Hans_*.py → scripts/gen-localization.py |
Developer aids:
QuietGlass.app/Contents/MacOS/QuietGlass --preview-cover fold # fold | frosted | curtain | black
QuietGlass.app/Contents/MacOS/QuietGlass --headphone-check # voice-guided earbud test
python3 scripts/gen-localization.py --missing # untranslated UI strings
QuietGlass.app/Contents/MacOS/QuietGlass --preview-peek # the peek alert pill
README images are reproducible: media/readme/src/kit.html renders each frame (headless Chrome) and media/readme/src/charts.py writes the charts.
Everything runs on the Mac. Frames are never saved; saved faces are 128-number templates in the login Keychain, and adding, deleting or loading them asks for Touch ID or your password. That said:
QuietGlass by Clinton Imaro (MIT). SFace model from the OpenCV Zoo (Apache 2.0), converted to Core ML by upstream. Modifications © Functionhx, MIT.
Privacy for what’s on your Mac.
Download for Mac · Release notes
0.1.2 · Build 3 · macOS 14 or later · Apple silicon and Intel
QuietGlass is an open-source, native macOS app that helps keep your work private in cafés, shared offices, classrooms, and other places where people can see your screen. Choose compatible AirPods or a camera to blur your displays when you look away and clear them when you look back.
Privacy also matters while you’re looking at your screen. Nearby people spots another face in your camera’s view and warns you or blurs the screen, even while you’re still looking. It works without AirPods. Optional Recognize me checks your saved face and a short movement sequence before clearing the camera response.
For everyday control, blur every display instantly, protect a specific window or selected area, blur detected sensitive text, or use Focus mode to keep the active window clear while its surroundings fade away. Adjust profiles and app rules from the controls beside the notch. Screen content, camera frames, and motion data are processed on your Mac.
| Feature | What it does |
|---|---|
| Look-away protection | Uses Camera or AirPods, with calibration, brief-glance filtering in Camera mode, and smooth blur transitions. |
| Instant privacy | Blurs your displays with a keyboard shortcut or the on-screen controls. |
| Window and area protection | Covers a selected window or area; saved areas return for matching window titles after relaunch. |
| Focus mode | Keeps the active window clear while blurring surrounding content. |
| Protection profiles | Provides Home, Office, Public, and Focus presets, with adjustable blur and sensitivity. |
| App rules | Sets head-tracking sensitivity per app and can automatically blur its visible windows. |
| Sensitive text detection | Identifies supported sensitive content and custom phrases using local text recognition. |
| Nearby people | Tracks additional faces and their estimated head direction; offers Facing screen or Any extra face detection. |
| Recognize me | Adds optional owner face enrollment and matching to camera-based protection. |
| Camera coverage check | Choose a camera, preview visible faces, check both sides, and try your response. |
| Warning actions | Click the notch warning to open Nearby people settings, then blur immediately, pause for five minutes, or resume. |
| Everyday use | Optional launch at login and in-app checks for newer public releases. |
Manual screen blur, window protection, area protection, and Focus mode work without AirPods or a camera.
The current download is locally signed and not Apple-notarized. If macOS blocks the first launch, follow the Open Anyway instructions included in the download.
Choose QuietGlass Help from the menu for an offline setup and troubleshooting guide. Closing Settings keeps QuietGlass running; choose Quit QuietGlass to stop it. Enable Launch at login in General if desired. Use Check for Updates… to check for a newer public release, then download it, quit the app, and replace it in Applications. Automatic checks are optional; installation is manual. Your preferences stay on your Mac.
See the camera protection guide for setup details, recognition behavior, and privacy.
QuietGlass requests permissions for the features you choose to use.
| Permission or authentication | Purpose |
|---|---|
| Screen Recording | Captures screen content for blur rendering and local text analysis. |
| Motion & Fitness | Reads supported AirPods motion for head tracking. |
| Camera | Supports camera head tracking, nearby-person detection, coverage checks, and optional owner enrollment. |
| Touch ID or Mac password | Authorizes owner enrollment and access to saved face data. |
| Shortcut | Action |
|---|---|
| ⌃⌥⌘P | Toggle full-screen blur |
| ⌃⌥⌘A | Select an area to protect |
| ⌃⌥⌘C | Recenter or start head tracking |
| ⌃⌥⌘Space | Hold to peek through manual screen blur |
| Escape | Clear protection and stop camera monitoring |
| ⌘S | Toggle the settings sidebar |
QuietGlass processes screen content, recognized text, camera frames, and motion data on your Mac.
QuietGlass complements macOS screen locking with control over everyday screen visibility.
QuietGlass uses Swift Package Manager and native Apple frameworks.
git clone https://github.com/clintonimaroo/quietglass.git
cd quietglass
swift test
bash build.sh
open ../Build.noindex/QuietGlass.app
The build script produces:
../Build.noindex/QuietGlass.app
../QuietGlass.zip
The app is built for the current Mac’s architecture. Standard builds use the bundled recognition model and require no API keys or additional model downloads.
For universal DMG and ZIP packaging, see the release guide.
QuietGlass/
├── Sources/
│ ├── QuietGlass/ # Application, UI, capture, and platform integrations
│ └── ShieldCore/ # Protection policies and shared decision logic
├── Tests/
│ ├── QuietGlassTests/ # Application and integration tests
│ └── ShieldCoreTests/ # Policy and behavior tests
├── Resources/ # App metadata, icons, preview assets, and licenses
├── scripts/ # Signing, model conversion, and build utilities
├── Package.swift # Package and target configuration
└── build.sh # Application packaging and signing
The application layer manages windows, controls, permissions, and system integrations. ShieldCore contains the protection rules and state transitions that determine how the app responds.
| Area | Technology |
|---|---|
| Interface and desktop integration | SwiftUI, AppKit |
| Screen capture and blur | ScreenCaptureKit, Core Image |
| AirPods head tracking | Core Motion |
| Camera input and head direction | AVFoundation, Vision |
| Text and face detection | Vision |
| Owner face matching | Core ML with the bundled SFace model |
| Authentication and template storage | LocalAuthentication, macOS Keychain |
swift test
Automated tests cover protection policies, calibration, screen geometry, text matching, camera state handling, owner enrollment, and template storage.
Hardware and interaction checks are recorded in the validation notes.
QuietGlass is being built as an open-source macOS product with a simple goal: make screen privacy a natural part of daily work. Its source is available to inspect, build, modify, and contribute to under the MIT license.
Development follows four principles:
The following phases describe the planned direction.
| Phase | Focus |
|---|---|
| Everyday experience | Refine onboarding, calibration, camera setup, accessibility, display handling, and power efficiency. |
| Public releases | Establish signed and notarized distribution, automatic updates, release documentation, and a clear feedback process. |
| Smarter workflows | Expand application rules, profile automation, shortcut integrations, and protection preferences for different work environments. |
| Teams and professional use | Explore managed deployment, shared configuration, and optional paid support for organizations. |
Open-source development can be supported through optional paid distribution, support, and professional services. The project’s source remains available under its open-source license.
Bug reports, documentation improvements, and focused pull requests are welcome. Open an issue before starting a substantial feature or architectural change so the approach can be discussed.
See Contributing for setup, verification, and pull request guidance.
Please report vulnerabilities privately using the Security Policy.
QuietGlass is developed by Clinton Imaro and released under the MIT License.
Third-party models, icons, and audio retain their respective rights and attribution requirements. See the icon license, SFace model license, and warning sound source notice.