Research catalog
The 43 VolvenceZero research candidates imported from docs/moving forward/探索方向.md. Each candidate carries adoptable suggestions that can be turned into plugins + A/B runs.
| Code | Title | Group | Priority | R-IDs | Evaluation | Status | ROI |
|---|---|---|---|---|---|---|---|
| SYS-1 | 基于 CPD (Change Point Detection) 的 $\beta_t$ 涌现切换:用 PE spike + reward shift 无监督检测边界3 actions | SYS | P0/S | — | Runnable A/B | PROPOSED | — |
| SYS-2 | ModificationGate 引入 VC 容量上限 (Capacity Bound) 双门机制:防过拟合与泛化丧失3 actions | SYS | P0/M | — | Spec-level | PROPOSED | — |
| SYS-3 | KV Cache Steering 作为无梯度潜空间注入口:Mind 到 Face 的物理控制通道3 actions | SYS | P1/M | — | Spec-level | PROPOSED | — |
| SYS-4 | 引入 A-Mem 的 Zettelkasten 卡片演化 Schema:让 Derived Layer 有坚实的图谱结构3 actions | SYS | P1/M | — | Spec-level | PROPOSED | — |
| SYS-5 | Latent Action RL 作为控制器强化基线:在冻结 LLM 上挂极小控制器跑 RL3 actions | SYS | P0/L | — | Spec-level | PROPOSED | — |
| SYS-6 | 躯体标记 (Somatic Markers) 与全局工作区 (GNWT) 竞争机制:注意力竞争与生理偏置3 actions | SYS | P2/L | — | Spec-level | PROPOSED | — |