[ SYSTEM EVOLUTION ]

System
Evolution.

Tracking the progression of creator intelligence architecture.

May 2026
v2.1.0
[ RELEASE_04 ]

The Editorial Update

Complete UI overhaul to the Blueprint/Editorial design system. Warm paper textures, structural grid lines, and Fragment Mono for technical labels.

Editorial Design SystemBlueprint Grid LayoutFragment Mono TypographyNoise Texture Overlay
April 2026
v1.1.0
[ RELEASE_03 ]

The Ensemble Update

Major architecture upgrade blending structural ML with behavioral psychology rules.

Ensemble Scoring LogicBehavioral Hook AuditNiche Benchmark Scaling
March 2026
v1.0.4
[ RELEASE_02 ]

Confidence Calibration

Introduced the confidence interval system to map prediction reliability.

MAE Prediction WindowVolatility DetectionTrust Indicators
February 2026
v1.0.0
[ RELEASE_01 ]

Core Launch

Initial deployment of the preYT research engine.

Single Analysis ModeLinguistic AuditVisual Clarity Scoring