Vox MENS — Qwen3-32B adapter

32B is trained, its spoke is vox-lang and its gate is not evaluated: the records that decide 32B are missing: collateral_damage_report.json, gate_receipt.json.

Why this size

The largest rung, planned for machines at the top of the memory range and not available yet. It is meant for the hardest cross-file work once a smaller size shows the approach holds. Until it ships, pick a smaller size. The measured training peak for 32B is 353743 MiB (peak_source: run_summary), and no serving memory figure has been measured for it.

Examples

No held-out report is on record for 32B, so no example is shown for it.

Use it

The 32B adapter sits on the base pin Qwen/Qwen3-32B@9216db5781bf21249d130ec9da846c4624c16137, and this command downloads it after checking the BLAKE3 hash of every file in hf_sync_manifest.json.

vox mens hub pull --size 32B --namespace brbrainerd --allow-ungated

vox mens serve loads the 32B adapter only from a run directory that holds a passing collateral report and a passing gate_receipt.json, so the pull needs --allow-ungated and no serving example is given.

The docs page explains why the 32B adapter cannot be loaded with transformers or PEFT.

Results

The 32B rows compare the base model with the adapter on identical items. No held-out report under the current prompt protocol qwen3_non_thinking_codegen_v1 exists for 32B, so no held-out score is shown for it.

Training

32B ran 168 optimizer steps over 1185861 tokens, ended with a final loss (EMA) of not recorded, a mean train loss of 0.6644 and a last-epoch validation loss of 0.5461, took not recorded and peaked at 353743 MiB, from Vox commit b2ce949b4; the settings every size shares are on the docs page.

Files

The 32B repository holds candle_qlora_adapter.safetensors, the adapter, training and gate manifests and records, evidence/, and hf_sync_manifest.json with the BLAKE3 hash of every file.

This card is generated by vox mens hub sync; the ladder index lists the other sizes and how the cards are made is on the docs page.