Topovoid/TopoVoid-0.2B-Orthogonal-Preview
just landed · new, unvettedmodel
New, unvetted: created or first seen in the last few days, not from a trusted org and not past the signal threshold yet.
Text generation model from Topovoid (HF pipeline tag; the card has no one-line description). Dense, 212M params. License: apache-2.0. Vendor-reported: "Top-1: First-token top-1 hit rate of the new target on rewrite, paraphrase, and neighborhood prompts." Vendor-reported: "As a result, 2 stacked modules (80 facts) retain 96.25% Top-1 (0.997886 Highway cosine), whereas summing 4 or 8 independently solved modules causes key collisions inside the null space (55.62% and 34.69%)."
- Vendor-reported: Top-1: First-token top-1 hit rate of the new target on rewrite, paraphrase, and neighborhood prompts.
- Vendor-reported: As a result, 2 stacked modules (80 facts) retain 96.25% Top-1 (0.997886 Highway cosine), whereas summing 4 or 8 independently solved modules causes key collisions inside the null space (55.62% and 34.69%).
- Org
- Topovoid
- Released
- 2026-11-03
- Status
- just landed · new, unvetted
- License
- apache-2.0 (permissive)
- Parameters
- 212M
- Architecture
- dense
- Task
- text-generation · text
- Signal
- 2 HF likes · 5 downloads
Runs on
estimate from params; need = weights + FP16 KV cache for 8K tokens + 1GB. A sizing calculation, not tested.
- Q4 ~1.6 GB (estimated size): no listed device
- Q8 ~1.7 GB (estimated size): no listed device
- FP16 ~1.9 GB (estimated size): 8GB GPU (4060 / 3070), 12GB GPU (RTX 3060), 16GB GPU (5060 Ti / 4060 Ti / 4080 / 5080), 24GB GPU (3090 / 4090), 32GB GPU (5090), 48GB GPU (RTX 6000 Ada / A6000), 96GB GPU (RTX Pro 6000 Blackwell), 1× DGX Spark (128GB), 2× DGX Spark (256GB), 16GB GPU (7800 XT / 9070 XT), 24GB GPU (7900 XTX), Strix Halo 128GB unified (~96GB usable), Arc B60 24GB, Arc B70 32GB, Mac 16GB, Mac 24GB, Mac 36GB, Mac 48GB, Mac 64GB (M1 Max), Mac 96GB, Mac 128GB, Mac 192GB, Mac 256GB, Mac 512GB, CPU only, 32GB RAM (slow), CPU only, 64GB RAM (slow), CPU only, 128GB RAM (slow), CPU only, 256GB RAM (slow)
Links
First published here 2026-11-03 · updated 2026-11-03 · markdown · JSON