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 |
|---|---|---|---|---|---|---|---|
| COG-1 | 反事实信用分配 + least-control：把"谁造成了长期关系结果"做成 credit 主线3 actions | COG | P0/M | — | Runnable A/B | PROPOSED | — |
| COG-10 | Plasticity-stability 作为长期能力：巩固、遗忘边界、可逆可塑性3 actions | COG | P1-P2/M | — | Spec-level | PROPOSED | — |
| COG-11 | Agentic EQ / relationship 长程评估：证明关系存在质量，而不只是任务成功4 actions | COG | P1/M | — | Spec-level | PROPOSED | — |
| COG-2 | Social Cognition / ToM owner 学习：belief / intent / feeling / preference 在线维护4 actions | COG | P0/M | — | Runnable A/B | PROPOSED | — |
| COG-3 | Persona / Regime Geometry：regime 与 value drift 的 read-only 几何监控3 actions | COG | P0/S-M | — | Runnable A/B | PROPOSED | — |
| COG-4 | Environment Interface 闭环：Observe → Act → Assimilate → PE 作为 typed world feedback3 actions | COG | P1/M | — | Spec-level | PROPOSED | — |
| COG-5 | R13 压缩-强化交替作为一等工程程序，而非隐含原则3 actions | COG | P1/M | — | Spec-level | PROPOSED | — |
| COG-6 | Epistemic PE / Active Inference routing：区分可学习误差与噪声，再驱动 β_t / curiosity3 actions | COG | P1/M | — | Spec-level | PROPOSED | — |
| COG-7 | Latent reasoning / test-time compute budget：何时多想、在哪个 latent 层多想、何时停止3 actions | COG | P1/S-M | — | Spec-level | PROPOSED | — |
| COG-8 | Mechanistic interpretability 作为 owner health / drift readout，而非运行时任意 steering3 actions | COG | P1/M | — | Spec-level | PROPOSED | — |
| COG-9 | 发育式 / ontogenetic curriculum：单个 lifeform 的阶段性成熟与能力保持3 actions | COG | P2/M | — | Spec-level | PROPOSED | — |