Image3D Student v0.1.0 Copyright 2026 Lucasgitguy-co. Original project source, documentation and procedural demonstration artifacts are released under Apache License 2.0. The optional Idol integration and Gaussian attribute conventions were developed with reference to speridlabs/idol-sdk, revision 4702a7f00850e34b6e83a2170cc123c3e9570744 (Apache-2.0). Its architecture is imported as an optional dependency; pretrained teacher weights are not redistributed. Adaptations in this project: staged loading, query-chunk attention, explicit real-valued RoPE selection, independent student training, coordinate-preserving Gaussian IO, and diagnostic rendering. Upstream attribution is retained in licenses/Idol-APACHE-2.0.txt and THIRD_PARTY.md.