Deploy conservative image specialist consensus

Integrate calibrated image generation fusion

Integrate V4 manipulation localizer runtime

Add calibrated manipulation training fallback

Implement TruthShield high-accuracy media detector v4

Enhance media feedback and video training guidance

Calibrate image authenticity decisions

Deploy strong AI image detector end to end

Add trained video detection pipeline and models

Improve image forensics and web matching

Add attachment fingerprint source matching

Add free enhanced verification pipeline