Model reference · open weights

OpenEarthAgent

LLMs MBZUAI Text gen 1 build Open weights 316 dl/mo

OpenEarthAgent is an open-weight language model from MBZUAI. OpenEarthAgent (BF16) weighs 8.0 GB; the smallest configuration that runs it is RTX 3060 12 GB.

  • OpenEarthAgent is a 4.0B parameter text-generation model developed by MBZUAI for structured, multi-step reasoning over satellite imagery and GIS data.
  • It supports a context length of 262144 tokens and operates in English.
  • The model is released under the apache-2.0 licence.

Summary of the MBZUAI/OpenEarthAgent model card, 2026-10-01

What it is

Released byMBZUAI
Released2026-02-19
Parameters4.0B
VRAM8.0 GB for the weights

What it runs on

Memory and cards for OpenEarthAgent (BF16)

8.0 GBweights, file size
147 MBcache per 1K tokens
707 MBruntime overhead, at least
262,144 tokenscontext max
CardRequests at onceContext maxMemory
8K each32K each
RTX 3060 12 GB2—18K11.6 GB
RTX 4060 Ti 16 GB5144K15.4 GB
RTX 3090 24 GB12397K23.4 GB
RTX 4090 24 GB12396K23.4 GB
RTX 5090 32 GB184147K31.0 GB
L40S 48 GB297233K44.0 GB
A100 80 GB5714all 256K78.2 GB
H100 80 GB5313all 256K78.1 GB
RTX PRO 6000 Blackwell 96 GB6616all 256K93.8 GB
DGX Spark (GB10) 128 GB unified7819all 256K107 GB
H200 141 GB10325all 256K138 GB
B200 180 GB13433all 256K176 GB
2× RTX 3060 12 GB
tensor parallel
11291K11.6 GB a card
2× RTX 4060 Ti 16 GB
tensor parallel
174141K15.4 GB a card
Memory needed at each load
Requests at once8K tokens each32K tokens each
110.0 GB13.6 GB
514.8 GB32.9 GB
818.4 GB47.4 GB
1628.1 GB86.1 GB
3247.4 GB163 GB
6486.1 GB318 GB

One card, with vLLM's small-card settings.

From the model card

What MBZUAI says about OpenEarthAgent

Read the model card

Model Details

📝 Description

OpenEarthAgent is a model trained to perform structured, multi-step reasoning over satellite imagery and GIS data. Designed for remote sensing applications, it integrates multispectral analysis, geospatial operations, and natural-language understanding to enable interpretable, tool-driven decision making.

📚 Additional Resources

Quoted from the model card on Hugging Face. The full card is behind the Hugging Face link above.

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