: Depending on your medium, choose appropriate tools. For visual art, you might use digital painting software or traditional media. For music, you could use a digital audio workstation.

| Component | Method | |-----------|--------| | Attention routing | LoRA-like adaptive weights on last 3–5 turns | | Recall modulation | Sliding window + approximate nearest neighbor (ANN) over cached embeddings | | Energy matching | Lightweight classifier (logistic regression) on user behavior features | | Over-answer guard | Threshold-based suppression of boilerplate text |