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Secretum
Privacy Gaze Filter
LOCAL-FIRST PRIVACY
Virtuo Turing — Privacy for Workstations

Protect your screen from side-glances

Webcam gaze tracking • Blur/dim outside focus • Aggressive blackout
INPUT: PC webcam
MODE: Local processing
CALIBRATION: 60 points
FAIL-SAFE: BLACKOUT

Secretum is a privacy application for PCs. It uses the webcam to estimate where you are looking and, based on that, it blurs and/or dims everything on the screen except the area where your focus is. The idea is simple: anyone beside you sees fog and shadow; you keep your working area readable.

Local-first: The app is designed to run locally. There is no cloud logic in this product page description, and the privacy outcome does not depend on external services.
Practical reality: the protection quality depends on lighting conditions and on a functional camera. Calibration improves accuracy.
Secretum App Interface App interface

What it does

Secretum continuously estimates your visual focus using the webcam and applies a privacy filter to the screen: the focus area remains clear while everything outside becomes blurred and/or dimmed.

This is designed to reduce shoulder surfing in offices, courtrooms, meetings, coworking spaces, and public transport, where sensitive information is often visible to bystanders.

For real precision, Secretum supports a 60-point calibration. Calibration significantly improves stability and accuracy.

Calibration: 60 points • Goal: higher precision • Result: stronger privacy effect

Security & Blackout

When privacy can no longer be guaranteed, Secretum reacts aggressively (by design):

  • If the face disappears from the camera → BLACKOUT (full black screen).
  • If both eyes are not detectable for 30 secondsBLACKOUT.
  • If a stored facial “imprint” exists and a different face appears → BLACKOUT (wrong face).

Exiting blackout is equally strict:

  • If the user moves the mouse while in blackout, the app prompts for the Windows password and unlocks only if it is correct.

Blackout is a safety layer: if the system cannot trust what it sees, it blocks.

This is intentionally “annoying” when conditions degrade: the goal is to push the environment back into a state where privacy is defensible.

Practical value

Shoulder surfing reduction

  • Reduces lateral glances and opportunistic reading by nearby people.
  • Useful in crowded or sensitive environments.

Sensitive work protection

  • Documents, email, client data, messages, numbers, internal systems.
  • Helps keep “non-viewable by default” behavior on shared spaces.

Calibration for precision

  • 60-point calibration for higher accuracy.
  • Without calibration it can still operate, but with lower precision.

Fail-safe security layer

  • Blackout triggers on missing face/eyes or wrong face.
  • Windows password required to unlock via mouse movement.

Real limitations

Lighting & camera dependency

  • Tracking quality depends on good lighting and a working camera.
  • Low light, motion blur, and camera issues degrade performance.

Glasses & reflections

  • Glasses and reflections can reduce tracking quality.
  • Calibration helps, but cannot defeat bad optics.

Primary screen focus

  • The overlay is designed for the primary display in this version.
  • Multi-monitor is not the focus here.

Calibration matters

  • Calibration improves accuracy significantly.
  • Skipping it is possible, but you are choosing worse results.
If your environment is chaotic (poor lighting, unstable camera, constant occlusions), the system will behave more strictly — including blackout.