Environment Interface 闭环：Observe → Act → Assimilate → PE 作为 typed world feedback
Evaluation modality
Spec-levelA spec-motivation / governance borrow. Evaluated by spec review + contract tests, not A/B or ablation.
- Primary owner
- —
- Phase-A verdict
- —
- Shadow profile
- —
- Source papers
- V-JEPA / I-JEPA / environment-interface 设计线 + RLVR-World
- Specs
- docs/specs/environment-interface.mddocs/specs/prediction-error-loop.mddocs/specs/emergent-action-abstraction.md
Blind spot (现状盲点)
26 条主要是 dialogue / gate / memory / evaluation centric，较少把 [`docs/specs/environment-interface.md`](../specs/environment-interface.md) 的 Observe → Act → Assimilate → PE 闭环提升为研究借鉴方向。对 cognitive AGI 来说，世界反馈不能只来自聊天文本和 evaluator；工具结果、行动 outcome、多模态观察、外部环境事件都应是 typed PE-bearing evidence。
Adoptable suggestions (可落地动作)
- 1.在 environment-interface spec 中补 "research inspirations"：V-JEPA / I-JEPA 的 latent prediction、RLVR-World 的 verifiable world feedback、MuZero 的 "predict what matters for decisions"。PROPOSED
Not a runnable A/B candidate — evaluated by the path above, not ablation.
- 2.建立 golden Environment Event traces：每个 action 都必须有 pre-action prediction、observable outcome、PE linkage。PROPOSED
Not a runnable A/B candidate — evaluated by the path above, not ablation.
- 3.回归测试确保 environment adapter 不成为 memory / social owner 的第二所有者；它只发布 canonical events 和 outcome evidence。PROPOSED
Not a runnable A/B candidate — evaluated by the path above, not ablation.
Traceability
No plugins / runs linked yet. Scaffold a suggestion to start.
Expected benefit (预期收益)
- 让 VZ 从纯对话生命体走向可接工具、环境、多模态事件的统一 PE 闭环。 - 避免 renderer / tool adapter 从 raw text 或 raw result 重建社会事实。 - 给 future affordance / DLaaS / multimodal 接入提供同一条契约路径。
Cited paper (引用论文)
**V-JEPA 2**、**I-JEPA**、**RLVR-World**、**MuZero**。详见 [`research/probe/02_axis_walkthrough.md`](../../research/probe/02_axis_walkthrough.md) A2 与 [`research/arxiv-survey-2026-05.md`](../../research/arxiv-survey-2026-05.md) §2。 ---