Open questions (living)

Nothing silent — track here.

1. r_Σ at true long multi-domain generation — does the phase transition still favor AOC?
2. E2E quality of AOC vs dense vs eviction vs residual-recompute.
3. Per-head vs layer object — which should product store?
4. RoPE + GQA composition with protos/anchors.
5. Vision frames for spatial state: when vision tokens < text tokens on real billers?
6. BPE-optimal codes — auto-search ids that are 1 token in GPT/Qwen vocabs.
7. Chirotope paid retention — needed beyond greedy absorb, or overkill?
8. Unifying residual stream language — is “language of h” a better product than AOC?
9. Lab symbolic laws (algolab) ↔ AOC signatures — any transfer?
10. Human UX — can users edit palette/frames without breaking agents?

Update when closed; move answers into numbered findings.