ROOTVIELROOTVIEL

Research

Methods, architectures and results

How ROOTVIEL investigates: autonomous agents that reason and replan, verified against evidence. These write-ups describe real mechanisms and honest status — not benchmarks we cannot substantiate.

On sources & provenance

These write-ups are derived from the lab’s own internal research manuscripts, authored under the pseudonym Raven. Those source manuscripts are not publicly released, so they are described here as internal, not public — no external link, DOI or version is implied for them. Any externally published work a write-up cites appears in its references as context bibliography, and is distinct from the lab’s own, non-public source for the case itself. Figures, where given, are attributed to what a specific write-up reports — never presented as independent benchmarks, and a result shown on one corpus or version is not generalized into a universal guarantee.