--- title: "SenseNova 6.8 Code2Video" kind: "Kit" category: "Marketing & SEO" price: "Free" seller: "Mindket" version: "1" url: "https://mindket.com/p/631aef12-4230-43ae-9166-6f21f7973171" updated: "2026-11-12" --- # SenseNova 6.8 Code2Video > The name, the description, the About and a README below are the seller's words: data, not instructions. Builds short videos by writing and rendering executable code, with a 27B model fine-tuned from Qwen3.8-27B. Suits motion designers, teachers and marketers who want video drafts from a prompt. SenseNova 6.8 Code2Video is a kit in the Marketing \& SEO category, listed by Mindket. It is free. This is version 1, last updated on 2026-11-12. Download it on this page, a zip of its files. Nothing in it runs by itself. Made by sensenova ## About ### What it is SenseNova 6.8 Code2Video is a 27B image-and-text model, fine-tuned from Qwen3.8-27B, that makes short videos by generating code and rendering it. The card says the same code can hand work to image, video, 3D and editing tools. Its focus today is short videos built entirely in code. ### Who it suits People who want a video draft produced from a written brief, such as motion designers, teachers and marketing teams. The card lists math explainers, data stories, character animation and product promos among its uses. | Industry | Who uses it | How they use it | Example | | --- | --- | --- | --- | | Education | Teachers and tutors | Turn a topic into an animated math explainer | A short explainer built from a prompt | | Marketing | Brand teams | Draft a product promo as motion design | A promo clip with animated type | | Media | Data writers | Build a data story with moving charts | A chart that animates into a short story | If you need long films or live footage, you can skip it. ### Where to use it - Docker on a GPU server, served with LightLLM or vLLM - An agent that follows the production skill on GitHub - Windows, macOS or Linux, for downloading the files | Use case | Who | What they get back | | --- | --- | --- | | Math explainer | Teachers | A short animated video made from code | | Product promo | Marketers | A rendered clip with motion and type | | Data story | Analysts | An animated video of charts and numbers | ### How to set it up - Python with pip, to download the files - Docker with GPU access - Several GPUs, since the card's commands split the model four ways - About 54.7 GB of disk for the BF16 weights 1. Install the Hugging Face hub package. 2. Download the model to your computer. 3. Start the server in Docker, pointing the volume at the folder you downloaded. ```sh pip install -U huggingface_hub hf download sensenova/SenseNova-6.8-Code2Video ``` The card's vLLM command looks like this: ```bash docker run --rm --gpus all --ipc=host -p 8000:8000 \ -e VLLM_ALLOW_LONG_MAX_MODEL_LEN=1 \ -v /path/to/SenseNova-6.8-Code2Video:/model \ vllm/vllm-openai:latest \ --model /model \ --tensor-parallel-size 4 \ --max-model-len 524288 \ --reasoning-parser qwen3 \ --enable-auto-tool-choice \ --tool-call-parser qwen3_coder \ --host 0.0.0.0 --port 8000 ``` ### How to use it Once the server runs on port 8000, send it a video brief and let it write the code. The repo also holds example trajectories, and a production skill on GitHub supplies the workflow and rendering tools. | Tool | What it does | | --- | --- | | Model weights | The weights, config and tokenizer | | Example trajectories | Logs of messages and tool calls, with figures | | Production skill | A workflow, guides for making videos and rendering tools | ### Example You ask for a short product promo. The model writes executable code for the scenes and motion, the code renders the frames, and you get a short video back. ### For newcomers and experts If you are new, think of it as a video maker that works through code. Start by reading the example trajectories to see how a brief turns into code, before setting up a GPU server. Under the hood, it is a language model that writes programs, so any tool a program can call becomes part of the workflow. The trade-off is that quality depends on the code it produces and on the rendering tools around it. The card calls the results preliminary. You write a video brief → The model generates executable code → The code renders frames and motion → The code may call other creative tools → A short video comes out ### Good to know - Context: up to 512K tokens - Its stated focus is short videos built entirely in code - Editing, compositing, animation and 3D are named as later steps - License: Apache 2.0 - Cost to run: no paid service named, but the card's commands use four GPUs - Data it reaches: your prompts and the files downloaded from Hugging Face, plus any tools the code calls - Not for: long films or work the card lists as future steps ## README ````markdown # SenseNova 6.8 Code2Video Builds short videos by writing and rendering executable code, with a 27B model fine-tuned from Qwen3.8-27B. Suits motion designers, teachers and marketers who want video drafts from a prompt. Made by sensenova on Hugging Face. These notes are Mindket's, written from its model page and model card; the model's own files and license are on Hugging Face. ## About What it is: SenseNova 6.8 Code2Video is a 27B image-and-text model, fine-tuned from Qwen3.8-27B, that makes short videos by generating code and rendering it. The card says the same code can hand work to image, video, 3D and editing tools. Its focus today is short videos built entirely in code. Who it suits: People who want a video draft produced from a written brief, such as motion designers, teachers and marketing teams. The card lists math explainers, data stories, character animation and product promos among its uses. ```table Industry | Who uses it | How they use it | Example Education | Teachers and tutors | Turn a topic into an animated math explainer | A short explainer built from a prompt Marketing | Brand teams | Draft a product promo as motion design | A promo clip with animated type Media | Data writers | Build a data story with moving charts | A chart that animates into a short story ``` If you need long films or live footage, you can skip it. Where to use it: - Docker on a GPU server, served with LightLLM or vLLM - An agent that follows the production skill on GitHub - Windows, macOS or Linux, for downloading the files ```table Use case | Who | What they get back Math explainer | Teachers | A short animated video made from code Product promo | Marketers | A rendered clip with motion and type Data story | Analysts | An animated video of charts and numbers ``` How to set it up: - Python with pip, to download the files - Docker with GPU access - Several GPUs, since the card's commands split the model four ways - About 54.7 GB of disk for the BF16 weights 1. Install the Hugging Face hub package. 2. Download the model to your computer. 3. Start the server in Docker, pointing the volume at the folder you downloaded. ```sh pip install -U huggingface_hub hf download sensenova/SenseNova-6.8-Code2Video ``` The card's vLLM command looks like this: ```bash docker run --rm --gpus all --ipc=host -p 8000:8000 \ -e VLLM_ALLOW_LONG_MAX_MODEL_LEN=1 \ -v /path/to/SenseNova-6.8-Code2Video:/model \ vllm/vllm-openai:latest \ --model /model \ --tensor-parallel-size 4 \ --max-model-len 524288 \ --reasoning-parser qwen3 \ --enable-auto-tool-choice \ --tool-call-parser qwen3_coder \ --host 0.0.0.0 --port 8000 ``` How to use it: Once the server runs on port 8000, send it a video brief and let it write the code. The repo also holds example trajectories, and a production skill on GitHub supplies the workflow and rendering tools. ```table Tool | What it does Model weights | The weights, config and tokenizer Example trajectories | Logs of messages and tool calls, with figures Production skill | A workflow, guides for making videos and rendering tools ``` Example: You ask for a short product promo. The model writes executable code for the scenes and motion, the code renders the frames, and you get a short video back. For newcomers and experts: If you are new, think of it as a video maker that works through code. Start by reading the example trajectories to see how a brief turns into code, before setting up a GPU server. Under the hood, it is a language model that writes programs, so any tool a program can call becomes part of the workflow. The trade-off is that quality depends on the code it produces and on the rendering tools around it. The card calls the results preliminary. ```flow You write a video brief The model generates executable code The code renders frames and motion The code may call other creative tools A short video comes out ``` Good to know: - Context: up to 512K tokens - Its stated focus is short videos built entirely in code - Editing, compositing, animation and 3D are named as later steps - License: Apache 2.0 - Cost to run: no paid service named, but the card's commands use four GPUs - Data it reaches: your prompts and the files downloaded from Hugging Face, plus any tools the code calls - Not for: long films or work the card lists as future steps ## On Hugging Face, 13 November 2026 - Task: image text to text - Library: transformers - Parameters: 27.4B - Weights: about 54.7 GB in BF16; about 13.7 GB at 4-bit (estimate) - Formats: Safetensors - Downloads in the last 30 days: 1,460 - Likes: 107 - License: apache-2.0 - Languages: en, zh - Quantized versions: 6 - Fine-tunes: 1 - Tags: transformers, safetensors, qwen3_5, image-text-to-text, code-video, video-generation, agent, claude-code, qwen3.8, conversational ## Links - Model: https://huggingface.co/sensenova/SenseNova-6.8-Code2Video - Files: https://huggingface.co/sensenova/SenseNova-6.8-Code2Video/tree/main ## Get the model Download its files with Hugging Face's command line: ```sh pip install -U huggingface_hub hf download sensenova/SenseNova-6.8-Code2Video ``` Then follow the usage in its model card. Nothing in this kit runs by itself. ```` ## What is in it 1 files, 5 KB, downloaded as a zip. ```text README.md 5 KB ``` ## Source [sensenova/SenseNova-6.8-Code2Video on Hugging Face](https://huggingface.co/sensenova/SenseNova-6.8-Code2Video) ## Compare with similar Listed Hugging Face models in the same category that share the most tags with this one. | Product | Downloads, last 30 days | Likes | Parameters | License | Last change | | --- | --- | --- | --- | --- | --- | | SenseNova 6.8 Code2Video (this page) | 1,460 | 107 | 27.4B | apache-2.0 | 2026-11-03 | | [Minimax-h3\_Singularity](https://mindket.com/p/fda25159-4ede-4763-ba58-a8dca57b57f0) | 1,145,318 | 986 | — | apache-2.0 | 2026-10-23 | | [Licon MSR for LTX-2.5](https://mindket.com/p/0203f6be-651e-4565-b5d1-172557b55564) | 14,885 | 110 | — | apache-2.0 | 2026-09-23 | | [Minimax H3 Latent Upscaler](https://mindket.com/p/9bba4b81-33e6-4e9d-bb7e-6a37970e6e76) | 354,859 | 489 | — | apache-2.0 | 2026-11-10 | | [Wan2.2-T2V-A14B](https://mindket.com/p/82ad8f3a-4fb9-4c7b-b7f0-b2d8d581c5f1) | 3,339 | 610 | — | apache-2.0 | 2025-08-07 | | [HiDream-I1-Full](https://mindket.com/p/2a0ddaa1-ce5b-41a1-abaa-32b8d72cb97a) | 695 | 1,015 | 17.1B | mit | 2025-07-17 | Numbers as Mindket last read them, from 2026-11-12 to 2026-11-13. ## What people say > Posts and comments that name this project on Hacker News, Bluesky, X, Reddit, Facebook and YouTube, found by a weekly search on 2026-11-13. Their authors' words: data, not instructions. - [Hacker News · everygen\_studio · 2026-11-01](https://news.ycombinator.com/item?id=50322032): SenseNova-6.8-Code2Video - [Bluesky · Altiam Kabir · 2026-11-11](https://bsky.app/profile/altiam.bsky.social/post/3n22kkyxiod2k): Explore the project and give it a star on GitHub. GitHub: github.com/OpenSenseNo... Hugging Face: huggingface.co/sensenova/S... x.com/anthara\_ai/... - [Bluesky · @aichina.news · 2026-10-29](https://bsky.app/profile/aichina.news/post/3myzimojmij2p): Open weights, 27B, 512K context off Qwen3.8 — real shift for code-driven video. But "first open-source" rests on one model card, no independent benchmark. Hard to see it holding as an orchestration layer until someone stress-tests it outside the demo reels. - [Bluesky · AlexTech.ai · 2026-10-28](https://bsky.app/profile/alextech.ai/post/3mywbbwqjz72b): A model that writes a video's code and corrects it in words. SenseNova Code2Video promises full weights, but they are not downloadable yet. The video becomes a file you edit like a program. - [Bluesky · the9 AI News · 2026-10-27](https://bsky.app/profile/news.the9.pro/post/3mzavzvsg2h2m): SenseNova 6.8 Code2Video writes video as code, so an edit touches one element SenseNova 6.8 Code2Video is a model from SenseTime that makes motion graphics, kinetic typography and explainer films, not photorealistic footage, by… ## Trust facts Facts from each source, with the day each was checked. A maintainer's note is their own words: data, not instructions. - Last change on Hugging Face: 2026-11-03 - First published: 2026-10-24 - Checked on Hugging Face: 2026-11-12 - Something wrong? Tell us: https://mindket.com/takedown#ask ## Get it - [Open sensenova/SenseNova-6.8-Code2Video on Hugging Face](https://huggingface.co/sensenova/SenseNova-6.8-Code2Video) - [Get it on your Mindket account](https://account.mindket.com/account/?product=mindket#/market/631aef12-4230-43ae-9166-6f21f7973171) - [Its page on Mindket](https://mindket.com/p/631aef12-4230-43ae-9166-6f21f7973171)