JetBrains/Mellum2.1-12B-A2.5B-Thinking

text-generation model by JetBrains

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Model card & documentation

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Mellum2.1 is the next version of Mellum2 Thinking. The architecture is unchanged (a 12B mixture-of-experts model with 2.5B active parameters), and almost all of the work for this version went into post-training, primarily reinforcement learning (RL): As a result, Mellum2.1 handles agentic tasks much better than Mellum2. After millions of sandboxed runs in real environments during training, it explores a codebase, edits files, and checks its own changes. Mellum2.1 Thinking has the following features: GGUF builds for llama.cpp, Ollama, and LM Studio,…

JetBrains/Mellum2.1-12B-A2.5B-Thinking on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-29T00:04:41.685Z

Inside the original model card — Document outline
  1. Mellum2.1 Thinking
  2. Mellum2.1 Highlights
  3. Model Overview
  4. Serving with vLLM
  5. Quickstart
  6. Evaluation
  7. License

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Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

JetBrains/Mellum2.1-12B-A2.5B-Thinking is a text-generation model repository published by JetBrains on Hugging Face. The source reports the transformers library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
text-generation
Library
transformers
Recent downloads (30 days)
3,993
Cumulative likes
169
Hugging Face trending score
52
Reported safetensors parameters
12,149,923,072
Architecture
MellumForCausalLM
License
apache-2.0
Access
Not gated by Hugging Face
Created
2026-09-20T10:52:55.000Z
Last modified
2026-10-07T23:08:12.000Z

Compatibility and lineage

Reported languages: en

Reported base models: JetBrains/Mellum2-12B-A2.5B-Base

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

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Model card and usage instructions

Model files and configuration

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Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-20T06:42:37.394Z. Daily imports are snapshots, not real-time monitoring.

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