Model reference · open weights

INTELLECT-3.1

Available as managed deployment LLMs PrimeIntellect Text gen 1 variants 740 dl/mo

INTELLECT-3.1 is an open-weight language model from PrimeIntellect. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

MakerPrimeIntellect
TypeLanguage models
TaskText gen
Parameters (lead)106.9B
Context128k tokens
Runs withtransformers
Based onzai-org/GLM-4.5-Air-Base
Released2026-01-20
Popularity740 downloads / month
LicenceOpen weights

About

What INTELLECT-3.1 is

Trained with prime-rl and verifiers Environments released on Environments Hub Read the Blog & Technical Report

Introduction

INTELLECT-3.1 is a 106B (A12B) parameter Mixture-of-Experts reasoning model built as a continued training of INTELLECT-3 with additional reinforcement learning on math, coding, software engineering, and agentic tasks.

Training was performed with prime-rl using environments built with the verifiers library. All training and evaluation environments are available on the Environments Hub.

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.

Serving with vLLM

The model can be served on 2x H200s:

vllm serve PrimeIntellect/INTELLECT-3.1 \
    --tensor-parallel-size 2 \
    --enable-auto-tool-choice \
    --tool-call-parser qwen3_coder \
    --reasoning-parser deepseek_r1

Citation

@misc{intellect3.1,
  title={INTELLECT-3.1: Technical Report},
  author={Prime Intellect Team},
  year={2025},
  url={https://huggingface.co/PrimeIntellect/INTELLECT-3.1}
}

From the published model card. Full card on the HuggingFace links in the sidebar.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys intellect-3-1 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (intellect-3-1 below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/chat/completions \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"intellect-3-1","messages":[{"role":"user","content":"Hello"}]}'

Create an account — your API key is available in the console. 5M tokens/month currently included with every new account at launch.

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