社区实现 · 驳回社区空壳；未发现官方工程资源
审核码：reject_community_stub_no_official_artifact_found; 官方关系：not_official_and_not_an_implementation; 最近核验：2026-07-20代码：No author-official code release was verified. The lucidrains repository contains only .gitignore, LICENSE, README and a figure; no implementation source exists.
权重：No official weights were verified.
数据：No paper-specific dataset archive was verified. LQTS/VTDexManip is a related earlier benchmark by overlapping authors, not this Science Robotics implementation.
许可证：MIT-community-stub-only；MIT covers only the empty community stub and does not license the paper method, official data, weights or hardware design.
依赖：未披露
硬件/传感器：Official institutional announcement describes monocular RGB and low-cost binary tactile sensing、Exact reproducible hand, tactile bill of materials and training stack are not released as an artifact
实机证据：Science Robotics paper and Zhejiang University announcement report about 85% average real-world success and unseen-task generalization using monocular vision plus binary touch.
独立复现：No qualifying independent implementation exists; a technical paper note and GitHub lists are commentary/discovery evidence only.
限制/反面证据：Do not display the lucidrains URL as official or runnable code.；Do not merge the earlier VTDexManip benchmark into this paper merely because authors and modalities overlap.；Without official code, weights, data and hardware details, the reported low-cost route is not yet independently reproducible.
当前建议：反共识高收益候选，待开放；The sensing strategy deserves high research attention, but practice ranking must remain blocked until an official or genuinely independent implementation discloses code, hardware and metrics.
重点标签：recency:2026、dexterity:visual-tactile、route:low-cost-binary-touch、route:counter-consensus-high-yield、artifact:none-official、community:stub-rejected
核验来源：来源 1 · 来源 2 · 来源 3 · 来源 4