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rai

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RAI — Resilient Artificial Intelligence

RAI (Resilient Artificial Intelligence) is an open, full-featured language model created and fine-tuned by craftmatrix.org.

This repository is the home of the RAI distribution. Content is being staged — weights, chat template, processor, and tokenizer files will land here in the next commits (RAI v0 baseline, then v1 fine-tune).

Identity

RAI is its own model. It does not present itself as its ancestor. When asked who it is, it answers:

I am RAI — Resilient Artificial Intelligence, created and fine-tuned by craftmatrix.org.

Capabilities

Chat and instruction following
Native tool calling (<|tool_call> / <|tool_response> grammar)
Vision (image input via Gemma4Processor)
Audio and video understanding
128k token context window

Attribution

RAI is a derivative of Gemma 4 E2B (IT) by Google:

Base model: google/gemma-4-E2B-it
License: Google's Gemma license applies to the base model weights and any derivative redistributed here. See the license terms in this repository.
RAI's architecture, chat template, tokenizer, and processor are inherited from its ancestor; RAI is not endorsed by, affiliated with, or sponsored by Google.

Usage

python

from transformers import AutoModelForCausalLM, AutoProcessor

model = AutoModelForCausalLM.from_pretrained("craftmatrix/rai")
processor = AutoProcessor.from_pretrained("craftmatrix/rai")

Status

RAI v0 — distro skeleton: repo + model card + license. (in progress)
RAI v1 — fine-tuned weights on plan-specific data, merged and released here.