AI · alternatives · 2026

24 alternatives to SmolVLM2

Smallest Video LM Ever from HuggingFace

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Prices are shown for the 2 we have checked on their own sites, 2 of them free or with a free tier.

1
Smol machines – subsecond coldstart, portable virtual machines▲499
Branchable computing by using a portable, lightweight, self-contained virtual machine - smol-machines/smolvm
Apr 2026 · github.com · its alternatives →
2
SmolDocling▲158
256M VLM for end-to-end document AI
2025 · huggingface.co · its alternatives →
3
Z80-μLM, a 'Conversational AI' That Fits in 40KB▲514
How small can a language model be while still doing something useful? I wanted to find out, and had some spare time over the holidays. Z80-μLM is a character-level language model with 2-bit quantized weights ({-2,-1,0,+1}) that runs on a Z80 with 64KB RAM. The entire thing: inference, weights, chat UI, it all fits in a 40KB .COM file that you can run in a CP/M emulator and hopefully even real hardware! It won't write your emails, but it can be trained to play a stripped down version of 20 Questions, and is sometimes able to maintain the illusion of having simple but terse conversations…
Dec 2025 · github.com · its alternatives →
4
SmolVLA▲139
Powerful robotics VLA that runs on consumer hardware
2025 · huggingface.co · its alternatives →
5
MiniCPM-V 4.6▲98
Ultra-efficient 1.3B vision-language model for mobile
May 2026 · github.com · its alternatives →
6
MiniMax H3▲333
MiniMax H3 is a multimodal AI video generator that turns text, images, video clips, and audio into coherent cinematic videos with native stereo sound. It lets you mix up to 12 references in one pass, maintain character and style consistency, and perform precise instruction-based
Jul 2026 · minimax.io · its alternatives →
7
Molmo 2▲98
SOTA video understanding, pointing, and tracking VLM
Dec 2025 · allenai.org · its alternatives →
8
I built a tiny LLM to demystify how language models work▲915
Built a ~9M param LLM from scratch to understand how they actually work. Vanilla transformer, 60K synthetic conversations, ~130 lines of PyTorch. Trains in 5 min on a free Colab T4. The fish thinks the meaning of life is food. Fork it and swap the personality for your own character.
Apr 2026 · github.com · its alternatives →
9
SmolAgents▲263
Powerful AI agents, minimal code, on Hugging Face framework
2025 · smolagents.org · its alternatives →
10
I stripped DALL·E Mini to its bare essentials and converted it to Torch▲663
min(DALL·E) is a fast, minimal port of DALL·E Mini to PyTorch - kuprel/min-dalle
2022 · github.com · its alternatives →
11
Tiny-vLLM – high performance LLM inference engine in C++ and CUDA▲205
Build your own high performance LLM inference engine in C++ and CUDA - a smaller version of vLLM - jmaczan/tiny-vllm
May 2026 · github.com · its alternatives →
12
microvm – a minimalist machine type for QEMU inspired by Firecracker▲145
2019 · github.com · its alternatives →
13
DeepSeek-VL2▲503
MoE vision-language, now easier to access
2025 · github.com · its alternatives →
14
Qwen3.5 Small▲355
0.8B-9B native multimodal w/ more intelligence, less compute
Mar 2026 · huggingface.co · its alternatives →
15
HuggingFace – Fast tokenization library for deep-learning NLP pipelines▲168
💥 Fast State-of-the-Art Tokenizers optimized for Research and Production - huggingface/tokenizers
2020 · github.com · its alternatives →
16
Google EmbeddingGemma 2free▲318
An open, lightweight multimodal embedding model
15d ago · blog.google · its alternatives →
17
MiniCPM-V 4.5▲93
GPT-4o level vision model on the phone
2025 · huggingface.co · its alternatives →
18
Marengo 3.0 by TwelveLabsfree tier, from $2.5/mo▲359
The most powerful embedding model for video understanding
Dec 2025 · twelvelabs.io · its alternatives →
19
Smolmodels – open-source tool to build ML models using natural language▲37
Hi HN - Marcello and Vaibhav here. We built smolmodels to experiment with using LLMs for ML development. It's a fully open-source library that generates complete model training and inference code from natural language descriptions. It combines graph search with LLM code generation to find a model that gives as good predictions as possible. The core idea is that LLMs are overkill for a lot of predictive tasks. Smolmodels automates the trial-and-error process of finding the right model architecture and training approach, letting you build small, specialised models. You can either provide your…
2025 · github.com · its alternatives →
20
Gemini Embedding 2▲243
Google's first natively multimodal embedding model
Mar 2026 · blog.google · its alternatives →
21
InternVL3▲135
Open MLLMs excelling in vision, reasoning & long context
2025 · its alternatives →
22TL
Tiny LLMs – Browser-based private AI models for a wide array of tasks▲142
2023 · tinyllms.vercel.app · its alternatives →
23
Text-to-video model from scratch (2 brothers, 2 years, 2B params)▲158
Writeup (includes good/bad sample generations): https://www.linum.ai/field-notes/launch-linum-v2 We're Sahil and Manu, two brothers who spent the last 2 years training text-to-video models from scratch. Today we're releasing them under Apache 2.0. These are 2B param models capable of generating 2-5 seconds of footage at either 360p or 720p. In terms of model size, the closest comparison is Alibaba's Wan 2.1 1.3B. From our testing, we get significantly better motion capture and aesthetics. We're not claiming to have reached the frontier. For us, this is a stepping…
Jan 2026 · huggingface.co · its alternatives →
24
Ferret▲193
Refer and ground anything anywhere at any granularity
2024 · arxiv.org · its alternatives →

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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →