diff --git a/docs/RESEARCH.md b/docs/RESEARCH.md
index 412763e..51841fa 100644
--- a/docs/RESEARCH.md
+++ b/docs/RESEARCH.md
@@ -136,14 +136,14 @@ already do. For scale-to-zero economics:
 
 ## Published performance reference points
 
-| Setup | Config | Time |
-|---|---|---|
-| 4x H100 80GB (SGLang TP2+Ulysses2) | 1344×768, 124 fr, 50 steps | 13.3 s |
-| 8x B300 (SGLang, bf16 / online FP8) | same | 19.0 / 18.0 s |
-| 4x H200 (SGLang Ulysses4) | same | 75.1 s (53.7 s Cache-DiT) |
-| 2x RTX 5090 (layerwise offload, ~380 GB host RAM) | same | 560 s |
-| RTX 4090 Laptop 16 GB (SageAttention) | 960×540, 5 s, 20 steps | 182 s |
-| RTX 3060 12 GB (heavy offload) | 864×480, 124 fr, 20 steps | <9 min |
+| Setup                                             | Config                     | Time                      |
+|---------------------------------------------------|----------------------------|---------------------------|
+| 4x H100 80GB (SGLang TP2+Ulysses2)                | 1344×768, 124 fr, 50 steps | 13.3 s                    |
+| 8x B300 (SGLang, bf16 / online FP8)               | same                       | 19.0 / 18.0 s             |
+| 4x H200 (SGLang Ulysses4)                         | same                       | 75.1 s (53.7 s Cache-DiT) |
+| 2x RTX 5090 (layerwise offload, ~380 GB host RAM) | same                       | 560 s                     |
+| RTX 4090 Laptop 16 GB (SageAttention)             | 960×540, 5 s, 20 steps     | 182 s                     |
+| RTX 3060 12 GB (heavy offload)                    | 864×480, 124 fr, 20 steps  | <9 min                    |
 
 Our single-B200 ComfyUI numbers: see `docs/BENCHMARKS.md`.
 
diff --git a/docs/WEIGHTS.md b/docs/WEIGHTS.md
index 9877af2..ee90707 100644
--- a/docs/WEIGHTS.md
+++ b/docs/WEIGHTS.md
@@ -18,29 +18,29 @@ ComfyUI finds both storage locations below via `/ComfyUI/extra_model_paths.yaml`
 
 ## Storage locations on the pod
 
-| Path | Medium | Notes |
-|---|---|---|
-| `/workspace/minimax-h3/models/` | RunPod network volume | **Persistent.** The volume has a ~100 GB quota and is effectively full. |
-| `/dev/shm/minimax-h3-models/` | tmpfs (RAM, 176 GB) | **EPHEMERAL** — wiped on pod restart. Refill with `bash /workspace/minimax-h3/download-weights-tmpfs.sh` (~10 min). |
+| Path                            | Medium                | Notes                                                                                                               |
+|---------------------------------|-----------------------|---------------------------------------------------------------------------------------------------------------------|
+| `/workspace/minimax-h3/models/` | RunPod network volume | **Persistent.** The volume has a ~100 GB quota and is effectively full.                                             |
+| `/dev/shm/minimax-h3-models/`   | tmpfs (RAM, 176 GB)   | **EPHEMERAL** — wiped on pod restart. Refill with `bash /workspace/minimax-h3/download-weights-tmpfs.sh` (~10 min). |
 
 ## Downloaded — persistent, `/workspace/minimax-h3/models/`
 
-| File | Family | Size |
-|---|---|---|
-| `diffusion_models/minimax_h3_ref2va_pruned_int8_convrot.safetensors` | **int8 pruned** (ref2va) | 21 GB |
-| `diffusion_models/minimax_h3_fl2va_pruned_int8_convrot.safetensors` | **int8 pruned** (fl2va) | 21 GB |
-| `diffusion_models/minimax_h3_ref2va_int8_convrot.safetensors` | **int8** (ref2va) | 34 GB |
-| `text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors` | text encoder (Qwen3-VL-32B, nvfp4 AWQ) | 16 GB |
-| `vae/minimax_h3_video_vae_fp16.safetensors` | video VAE fp16 | 5.2 GB |
-| `vae/minimax_h3_audio_vae_fp32.safetensors` | audio VAE fp32 | 0.6 GB |
+| File                                                                 | Family                                 | Size   |
+|----------------------------------------------------------------------|----------------------------------------|--------|
+| `diffusion_models/minimax_h3_ref2va_pruned_int8_convrot.safetensors` | **int8 pruned** (ref2va)               | 21 GB  |
+| `diffusion_models/minimax_h3_fl2va_pruned_int8_convrot.safetensors`  | **int8 pruned** (fl2va)                | 21 GB  |
+| `diffusion_models/minimax_h3_ref2va_int8_convrot.safetensors`        | **int8** (ref2va)                      | 34 GB  |
+| `text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors`         | text encoder (Qwen3-VL-32B, nvfp4 AWQ) | 16 GB  |
+| `vae/minimax_h3_video_vae_fp16.safetensors`                          | video VAE fp16                         | 5.2 GB |
+| `vae/minimax_h3_audio_vae_fp32.safetensors`                          | audio VAE fp32                         | 0.6 GB |
 
 ## Downloaded — ephemeral tmpfs, `/dev/shm/minimax-h3-models/`
 
-| File | Family | Size |
-|---|---|---|
-| `diffusion_models/minimax_h3_fl2va_int8_convrot.safetensors` | **int8** (fl2va) | 34 GB |
-| `diffusion_models/minimax_h3_ref2va_bf16.safetensors` | **bf16** (ref2va) | 66 GB |
-| `diffusion_models/minimax_h3_fl2va_bf16.safetensors` | **bf16** (fl2va) | 66 GB |
+| File                                                         | Family            | Size  |
+|--------------------------------------------------------------|-------------------|-------|
+| `diffusion_models/minimax_h3_fl2va_int8_convrot.safetensors` | **int8** (fl2va)  | 34 GB |
+| `diffusion_models/minimax_h3_ref2va_bf16.safetensors`        | **bf16** (ref2va) | 66 GB |
+| `diffusion_models/minimax_h3_fl2va_bf16.safetensors`         | **bf16** (fl2va)  | 66 GB |
 
 The int8 family is split across the two locations only because of the volume
 quota: ref2va_int8 landed on the volume before it filled; fl2va_int8 and both
@@ -51,12 +51,12 @@ byte-verified against the HF API).
 
 ## Not downloaded (exist upstream in the same repo)
 
-| File | Size | Why skipped |
-|---|---|---|
-| `diffusion_models/minimax_h3_{fl2va,ref2va}_pruned_bf16.safetensors` | 40 GB each | a 4th family (pruned, unquantized) — not in the 3 requested families |
-| `diffusion_models/minimax_h3_{fl2va,ref2va}_pruned_fp8_scaled.safetensors` | 21 GB each | a 5th family — same size class as pruned int8 |
-| `text_encoders/qwen3vl_32b_minimax_h3_bf16.safetensors` | 52 GB | every official template uses the nvfp4_awq TE; bf16 TE would also not fit the volume quota |
-| `text_encoders/qwen3vl_32b_minimax_h3_int8_convrot.safetensors` | 27 GB | same |
+| File                                                                       | Size       | Why skipped                                                                                |
+|----------------------------------------------------------------------------|------------|--------------------------------------------------------------------------------------------|
+| `diffusion_models/minimax_h3_{fl2va,ref2va}_pruned_bf16.safetensors`       | 40 GB each | a 4th family (pruned, unquantized) — not in the 3 requested families                       |
+| `diffusion_models/minimax_h3_{fl2va,ref2va}_pruned_fp8_scaled.safetensors` | 21 GB each | a 5th family — same size class as pruned int8                                              |
+| `text_encoders/qwen3vl_32b_minimax_h3_bf16.safetensors`                    | 52 GB      | every official template uses the nvfp4_awq TE; bf16 TE would also not fit the volume quota |
+| `text_encoders/qwen3vl_32b_minimax_h3_int8_convrot.safetensors`            | 27 GB      | same                                                                                       |
 
 ## History / gotchas