fakeshield/todo.md

FakeShield v16 Upgrade Plan

Completed

• Research latest 2024-2025 AI detection approaches (Ghostbuster, Binoculars, DivEye).
• Replace HC3 with DeBERTa-v3-base for better transformer-level detection.
• Replace GPT-2 Medium with DistilGPT2 for faster CPU-based statistical analysis.
• Integrate Binoculars (Cross-Perplexity) into the ensemble scoring (Weight: 20%).
• Implement DivEye inspired signals (Surprisal Variance / Rhythmic Analysis).
• Update Forensic Engine v16 with Adaptive Fusion and refined thresholds.

Next Steps

• Optimize model loading with lazy-loading and threading.
• Implement ONNX runtime for DeBERTa to improve CPU inference speed.
• Fine-tune DeBERTa-v3 on a mixed dataset of Gemini 1.5, Claude 3.5, and Human text.
• Expand the Lexical Scorer patterns for 2026-era LLM "tells."
• Add "Style Transfer" detection (detecting when AI tries to mimic a specific human style).