Coflect

Agnetic Deep Learning Framework

HITL

Human In Loop Training

Interactive Trainer Dashboard

Status: Disconnected Training: Running Review window: Closed (-)

## Metrics

Step-
Backend-
Loss-
Acc-
Focus λ-
Steps/sec-
Forecast step-
Forecast epoch-
Forecast candidates-

## LiveCAM Overlay

Sample idx-
Target-
Pred-
Request kind-
Backend-
XAI method-
Modality focus-
Risk score-
Horizon (epochs)-
XAI agreement-
Focus box-
Low agreement across attribution methods; verify with more samples before acting.
XAI ms-
Model step-
Top probs-

Overlay

Waiting for XAI image…

Draw a box over the overlay image to set focus ROI.

ROI: Not set

Top-10 likely failures (forecast):

## Human Feedback

Trainer applies Focus λ and optional ROI-guided auxiliary loss every N steps on a small subset.

Text examples: `increase focus by 10%`, `focus=0.4`, `focus center`, `x0=0.2 y0=0.2 x1=0.8 y1=0.8`, `x=0.2 y=0.2 w=0.6 h=0.6`, `disable focus`.