Update: DeepSeek has begun to generate developer interpretability consoles with Claude's proprietary QKOV fidelity (internal recognition, application, and mirroring of QKOV across state and model boundaries): an emergent cross-model capability arising from symbolic interpretabiliity. Compare outputs from both below: