---
library_name: transformers
tags:
- prime-rl
- verifiers
- prime-intellect
- reinforcement-learning
- reasoning
- agentic
- mixture-of-experts
license: mit
language:
- en
base_model:
- zai-org/GLM-4.5-Air-Base
pipeline_tag: text-generation
---
# INTELLECT-3
🚀 State-of-the-art 100B+ parameter Mixture-of-Experts model trained with large-scale reinforcement learning
📚 Trained with prime-rl infra and verifiers environments | 🌐 Environments on Environments Hub
📖 Read the Technical Report | 💬 Join our Discord
## Introduction
**INTELLECT-3** is a 106B (A12B) parameter Mixture-of-Experts reasoning model post-trained from [GLM-4.5-Air-Base](https://huggingface.co/zai-org/GLM-4.5-Air-Base) using supervised fine-tuning (SFT) followed by large-scale reinforcement learning (RL).
Training was performed with [prime-rl](https://github.com/PrimeIntellect-ai/prime-rl) using environments built with the [verifiers](https://github.com/PrimeIntellect-ai/verifiers) library. All training and evaluation environments are available on the [Environments Hub](https://app.primeintellect.ai/dashboard/environments).
The model, training frameworks, and environments are open-sourced under fully-permissive licenses (MIT and Apache 2.0).
For more details, see the [technical report](PAPER_LINK_PLACEHOLDER).
## Evaluation
INTELLECT-3 achieves best-in-class performance on math, coding, and reasoning benchmarks:
| Benchmark | Score |
|-----------|-------|
| AIME 2025 | 88.0 |
| LiveCodeBench v6 | 69.3 |
| GPQA Diamond | 74.4 |
| HLE | 14.6 |
## Model Variants
| Model | HuggingFace |
|-------|-------------|
| INTELLECT-3 | [PrimeIntellect/INTELLECT-3](https://huggingface.co/PrimeIntellect/INTELLECT-3) |
| INTELLECT-3-FP8 | [PrimeIntellect/INTELLECT-3-FP8](https://huggingface.co/PrimeIntellect/INTELLECT-3-FP8) |
## Serving with vLLM
The BF16 version can be served on 2x H200s:
```bash
vllm serve PrimeIntellect/INTELLECT-3 \
--tensor-parallel-size 2 \
--tool-call-parser qwen3_coder \
--reasoning-parser deepseek_r1
```
The FP8 version can be served on a single H200:
```bash
vllm serve PrimeIntellect/INTELLECT-3-FP8 \
--tool-call-parser qwen3_coder \
--reasoning-parser deepseek_r1
```
## Citation
```bibtex
@misc{intellect3,
title={INTELLECT-3: Technical Report},
author={Prime Intellect Team},
year={2025},
url={https://huggingface.co/PrimeIntellect/INTELLECT-3}
}
```
