Development Attempts

Gemini Vision Experiments

API mode: Interactions
Model: gemini-3.6-flash
Gemini configured: Yes
Connection: Not tested
Gemini requests today: 0 / 100

Developer vision image:

Recent sanitized requests

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Developer / Parent View

Development mode: analysis images are currently being stored on this server for detector improvement. Oldest attempts are automatically removed after 300 records.

Why doesn't Student Mode automatically find the nail?

Student Mode is collecting the examples that will teach a future AI what a nail looks like. The student's marking is the correct answer, called ground truth.

Ground Truth: The correct answer provided by a person for an AI training example.

20260903_102151_b095e34fd6c4

Detector Summary

Attempt ID: 20260903_102151_b095e34fd6c4

Detector version: 1.2.0-opencv

Result: Adjust hand

Overall confidence: 76

Processing time: 73.7 ms

Finger orientation: N/A°

Fingertip confidence: N/A

Nail-search dimensions: N/A

Candidates: N/A

Best candidate: N/A

Second candidate: N/A

Score margin: N/A

Representation agreement: N/A

Ensemble agreement: N/A

Final nail confidence: N/A

Visual Detection Pipeline

Click an image for full-size inspection. Missing stages remain visible so detector versions can be compared.