Blockway's Agens Volundr 32B Preview is a 32‑billion‑parameter model built on a proprietary hybrid architecture in which only 18 of the 72 transformer layers maintain a key‑value cache, reducing memory footprint for long‑context inference. Released under an Apache‑2.0 license, the model was trained on limited compute and is presented as an early preview with known shortcomings.