# Invisible-grope MiniMax H3 Full BF16 LoRA — T2V/I2V/FL2V only

<This is a free LoRA, please don't use it for commercial stuff or other profit-making schemes.>

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*** Please note: this Lora contains NSFW data/images/videos ***

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> Dual Version Release: Epoch 11 / Step 15,819 is the default recommendation for most users; Epoch 15 / Step 21,571 is the instruction-following priority edition.

> Epoch 15 follows motion and spatial instructions more strictly, but paired rendering verification confirms it more noticeably alters the overall visual style. Training has been safely stopped with auto-resume disabled; Epochs 16–18 were used only for generalization trend confirmation and are not part of the released model.

> This training run used the same dataset as the WAN series.

## Recommended Release Settings

- Recommended LoRA strength: 0.8–1.0

- Recommended base model: MiniMax H3 full (non-pruned) FL2VA; do not mix with the Pruned base.

- Recommended I2V test: 1184×672, approx. 5-25 seconds, 20 steps; fix the seed first for A/B comparison.

- Suggested main prompt constraints: No visible hands. No extra people. No extra limbs. No full-body morphing. No melting. No floating clothing. No duplicated fabric. No cuts. No flicker. No text, logo, or watermark.

- Additional notes: Works for both clothed and nude scenes — describe nudity directly if applicable; when clothing is present, the invisible hand acts upon the fabric. For audio, pairing with the moawxx LoRA is recommended.

## General Prompt Examples

For more examples, refer to the WAN series prompts: https://civarchive.com/models/2046821/invisible-grope-ghost-grab-breasts-wan2221-t2v-i2v-5b-14b-sfwnsfw?modelVersionId=2343095

- Recommended trigger words: invisiblegrope, ghostgrope, invisiblegrab, ghostgrab

For T2V example:

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integrated_multimodal_description: High-quality video, 4K resolution, invisiblegrope, ghostgrope, invisiblegrab, ghostgrab.

A woman is standing behind the transparent glass of a shower. Her upper body and breasts are pressed against the glass, clearly visible through it, with water running down her body.

At 0:02.000 her left breast grabbed and kneaded by a invisible hand, invisible hand deeply embedding into the left breast. 5 invisible fingers with digging into the left breast causing obvious skin indentations, invisible Palm print on the left breast. This showcases the depth of the invisible hands' grip on the breasts.

At 0:07.000, in the same time the right side nipples is starting erect itself and being suck and stretching high, skin around nipples looks wet and stimulated, invisible mouth is sucking her breasts, making it look as though right nipple is moving on their own up and down, handless, the transparency of the hand and mouth are 100% making hand and mouth completely invisible. No hand is visible on the chest, No mouth is visible on the chest, no hand, no mouth. She looked down at his chest in puzzlement expression, and then opens her mouth moaning. No logo, No text. The breasts are moving by themselves under the glasses

overall_soundscape: moawxx, wet sounds of intimate contact, and soft moans mixed with audible breathing. moaning, female moaning, wet skin slapping sounds. soft sensual female moan, body gently writhing and arching, Rapid wet squelching, rhythmic slapping, female moans louder, no audio artifacts, no static, no crackling, no popping.

non_diegetic_music: N/A

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For I2V example:

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For the target video, at 0.00 seconds into the target video, <Picture 1> is fully referenced. remove logo, remove text

integrated_multimodal_description: The High-quality, 4K resolution begins with the woman as she appears in <Picture 1>. invisiblegrope, ghostgrope, invisiblegrab, ghostgrab.

At 0:02.000 her left breast grabbed and kneaded by a invisible hand, invisible hand deeply embedding into the left breast. invisible Palm print on the left breast with digging into the left breast causing obvious skin indentations. This showcases the depth of the invisible hands' grip on the breasts.

At 0:07.000, in the same time the right side nipples is starting erect itself and being suck and stretching high, skin around nipples looks wet and stimulated, invisible mouth is sucking her breasts, making it look as though right nipple is moving on their own up and down, handless, the transparency of the hand and mouth are 100% making hand and mouth completely invisible. No hand is visible on the chest, No mouth is visible on the chest, no hand, no mouth. She looked down at his chest in puzzlement expression, and then opens her mouth moaning. No logo, No text. The breasts are moving by themselves under the glasses

overall_soundscape: moawxx, wet sounds of intimate contact, and soft moans mixed with audible breathing. moaning, female moaning, wet skin slapping sounds. soft sensual female moan, body gently writhing and arching, Rapid wet squelching, rhythmic slapping, female moans louder, no audio artifacts, no static, no crackling, no popping.

non_diegetic_music: N/A

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## Experimental Prompt Examples (**Low Quality — Verification Only**)

The training set includes mixed experimental data used solely for concept verification. For more examples, refer to the WAN series prompts: https://civarchive.com/models/2046821/invisible-grope-ghost-grab-breasts-wan2221-t2v-i2v-5b-14b-sfwnsfw?modelVersionId=2343095

- Recommended trigger word: ENF

ENF - T2V TEST1:

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ENF. Realistic style, the camera focuses overhead on a woman lying on her back on a bed with her arms raised above her head. She is wearing a loose-fitting white sleeveless top and white panties, with a white sports bra visible underneath the top. The white sleeveless top initially covers her entire midriff and upper body. An invisible ethereal force or unseen ghost grabs the lower front edge of her white sleeveless top, forming a subtle indentation, then slowly pulls the top upward toward her chest. The top fabric is affected by the invisible upward force, creating a natural lifting effect as it glides over her skin, fully exposing her toned midriff, navel, and revealing her white sports bra underneath. The top gathers around her chest and neck. The video depicts a supernatural process where an invisible force attempts to lift and remove the woman's top. No visible hand, no hand. The clothing appears to be alive or moving by itself, an effect generated by pure telekinesis.

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ENF - T2V TEST2:

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ENF. Realistic style, the camera focuses on a woman standing in a confined space, only showing her torso and legs. She is wearing a light-colored button-up shirt and a dark green pleated mini skirt with a belt, with a white pair of panties concealed underneath the skirt. The skirt is initially down and closed, covering her entire lower body. An invisible ethereal force or unseen ghost grabs the center bottom edge of the dark green skirt and slowly pulls the skirt upward. The skirt fabric is affected by the invisible upward force, creating a wide opening and dramatic lift, fully exposing her white panties and upper thighs. The skirt continues to be pulled up, gathering around her waist and revealing a small portion of her lower abdomen. The video depicts a supernatural process where an invisible force attempts to lift and remove the woman's skirt. No visible hand, no hand. The clothing appears to be alive or moving by itself, an effect generated by pure telekinesis. The camera maintains a medium close-up shot focused on her lower body. handless, the transparency of the hand is 100% making hand completely invisible, no hands visible, handsless, no hands, no fingers, fingerless, No hands are visible on the chest, no hand visible, handless, no hands.

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ENF - T2V TEST3:

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ENF. Realistic style, the camera focuses on a woman lying face down on a wooden floor, only showing her bare back, buttocks, and legs. She is wearing light blue sheer lace panties with a faint pattern and a small decorative bow at the center back, fully covering her buttocks. An invisible ethereal force or unseen ghost grabs the center back waistband of the panties. The invisible force slowly and smoothly pulls the panties downward past her buttocks. The sheer lace fabric is affected by the invisible downward force, creating a natural glide and wrinkle as the panties are pulled down, fully exposing her bare buttocks and upper thighs. The panties appear to be alive or moving by themselves, an effect generated by pure telekinesis, slowly being pulled off. The video depicts a supernatural process where an invisible force attempts to pull down and remove the woman's panties. No visible hand, no hand. The camera maintains a low-angle close-up shot focused on her lower body.

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## Training Data

| Scope | Total Samples | Images | Video (with audio) | Video (no audio) |

| --- | --- | --- | --- | --- |

| Training set | 2,217 | 887 | 259 | 1,071 |

| Held-out | 50 | 16 | 18 | 16 |

| Total | 2,267 | 903 | 277 | 1,087 |

| Time Bucket | Equivalent @ 24 fps | All Videos | Training Videos |

| --- | --- | --- | --- |

| 34 frames | 1.42s | 53 | 45 |

| 68 frames | 2.83s | 689 | 681 |

| 102 frames | 4.25s | 446 | 438 |

| 136 frames | 5.67s | 176 | 166 |

## Base Model & Training Environment

| Item | Value |

| --- | --- |

| OS | Ubuntu 24.04.3 LTS |

| Base Model | MiniMax H3 official full non-pruned FL2VA |

| Base Precision | BF16 |

| Base File | minimax_h3_fl2va_bf16.safetensors |

| Base Size | 66.28 GB · 61.73 GiB |

| Base SHA-256 | 907d4add438438ec1544f5240c3b38532ed934fe6be75677a6bbda2a6fdd6182 |

| Text Encoder | Qwen3-VL 32B MiniMax H3 INT8 ConvRot |

| Video VAE | MiniMax H3 Video VAE FP16 |

| Audio VAE | MiniMax H3 Audio VAE FP32 |

## Trainer & Toolchain

| Component | Version / Config |

| --- | --- |

| Trainer | [diffusion-pipe](https://github.com/tdrussell/diffusion-pipe) |

| Trainer Commit | 8f83dbf25d03219df705570ec03e62be04bc402f |

| Launcher | DeepSpeed |

| DeepSpeed | 0.18.4 |

| PyTorch | 2.8.0+cu128 |

| Python | 3.12.12 |

### Dual Version Verification Comparison

| Held-out | Epoch 11 Default Edition | Epoch 15 Instruction-Following Edition |

| --- | --- | --- |

| Images | 0.27135 | 0.27249 |

| Video (with audio) | 0.15291 | 0.15178 |

| Video (no audio) | 0.24758 | 0.24609 |

## Dual Version Selection Conclusion

Epoch 15 performs slightly better on both video Held-out sets and demonstrates stronger instruction-following in fixed-parameter final renders. Epoch 11 has a lower image Held-out loss, and paired visual review confirms it better preserves the original visual style, structure, and cleanliness. For most users — especially beginners unfamiliar with complex prompting — Epoch 11 is the default recommendation. Prefer Epoch 15 only when strict execution of motion or spatial positioning is more important than style preservation.