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.

CodeTitleGroupPriorityR-IDsEvaluationStatusROI
COG-10Plasticity-stability 作为长期能力:巩固、遗忘边界、可逆可塑性3 actionsCOGP1-P2/MSpec-levelPROPOSED
COG-11Agentic EQ / relationship 长程评估:证明关系存在质量,而不只是任务成功4 actionsCOGP1/MSpec-levelPROPOSED
COG-4Environment Interface 闭环:Observe → Act → Assimilate → PE 作为 typed world feedback3 actionsCOGP1/MSpec-levelPROPOSED
COG-5R13 压缩-强化交替作为一等工程程序,而非隐含原则3 actionsCOGP1/MSpec-levelPROPOSED
COG-6Epistemic PE / Active Inference routing:区分可学习误差与噪声,再驱动 β_t / curiosity3 actionsCOGP1/MSpec-levelPROPOSED
COG-7Latent reasoning / test-time compute budget:何时多想、在哪个 latent 层多想、何时停止3 actionsCOGP1/S-MSpec-levelPROPOSED
COG-8Mechanistic interpretability 作为 owner health / drift readout,而非运行时任意 steering3 actionsCOGP1/MSpec-levelPROPOSED