Sumeru-rm

Sumeru-rm (Research Mini) is a compact science and mathematics model from Sumeru AI, purpose-built for the Indian education curriculum: NCERT Classes 6-12 plus JEE and NEET preparation. Subjects: Physics, Chemistry, Biology, Mathematics.

Usage

from transformers import AutoModelForImageTextToText, AutoProcessor

processor = AutoProcessor.from_pretrained("debowd/sumeru-rm", trust_remote_code=True)
model     = AutoModelForImageTextToText.from_pretrained(
    "debowd/sumeru-rm", trust_remote_code=True, device_map="auto"
)

messages = [{"role": "user", "content": [{"type": "text",
    "text": "[Physics | Class 11 | Laws of Motion | Easy]\n\nState Newton's second law."}]}]
text = processor.apply_chat_template(messages, add_generation_prompt=True, tokenize=False)
inputs = processor(None, text, return_tensors="pt").to(model.device)
output = model.generate(**inputs, max_new_tokens=300)
print(processor.tokenizer.decode(output[0], skip_special_tokens=True))

Architecture

• Class: SumeruForCausalLM
• Model type: sumeru
• Loaded via trust_remote_code=True

License

Apache 2.0. Copyright (c) 2026 Sumeru AI.

Developed by

Sumeru AI — Indian education AI.