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WallNet is an open-source bidirectional recurrent neural network with attention mechanism, pooling layers, and pipeline for Structured Query Language injection (SQLi) detection. It was developed using TensorFlow and Python, and is designed to reduce false positives which negatively impact DevSecOps workload and efficiency. It was demonstrated at BSideSF, during which the application of this methodology was illustrated and the implementation of AI-based false-positive detection for SQL injection attacks was detailed.

Reduced false positives
AI-driven accuracy minimizes DevSecOps workflow disruptions.
Bidirectional RNN architecture
Advanced neural network design for SQL detection.
Attention mechanism
Focuses on critical patterns for accurate detection.