---
tags:
- qwen3_5
- rys
- relayer
- safetensors
base_model: Jackrong/Qwopus3.6-27B-v2
---

# Qwopus3.6-27B-v2-RYS-Math

This is a RYS/relayer export of [`Jackrong/Qwopus3.6-27B-v2`](https://huggingface.co/Jackrong/Qwopus3.6-27B-v2).

The checkpoint physically duplicates selected decoder layers in the Hugging Face `safetensors` weights. It does not require the RYS runtime wrapper.

## Variant

- Target repo: `hampsonw/Qwopus3.6-27B-v2-RYS-Math`
- Objective: Math-focused
- Repeated block: `15,18` (`--blocks "15,18"`)
- Repeated source layers: 15–17 inclusive, zero-indexed
- Source text layers: 64
- Target text layers: 67
- Extra repeated layers: 3

## Probe result

From the BF16 Transformers scan over `math_16 + eq_16`:

| Metric | Score | Delta vs baseline |
|---|---:|---:|
| Math | 0.835786 | +0.122531 |
| EQ | 0.735666 | +0.004167 |

Rank note: Math rank 1; balanced rank 3.

Baseline scores from the scan:

- Math: `0.713255`
- EQ: `0.731500`

## Provenance

- Source model: `Jackrong/Qwopus3.6-27B-v2`
- Export method: RYS physical layer duplication
- Export manifest: `rys_export_manifest.json`
- Probe result bundle: `qwopus36-bf16-results_20260523T213305Z.tar.zst`

## Notes

This model has not yet been validated on the larger `math_120 + eq_140` probe set. Treat these as probe-selected candidates pending larger validation.