Instructions to use get2sammy/samxai-insurance with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use get2sammy/samxai-insurance with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="get2sammy/samxai-insurance",
	filename="samxai-insurance-quantized.gguf",
)

llm.create_chat_completion(
	messages = "No input example has been defined for this model task."
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use get2sammy/samxai-insurance with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf get2sammy/samxai-insurance
# Run inference directly in the terminal:
llama cli -hf get2sammy/samxai-insurance

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf get2sammy/samxai-insurance
# Run inference directly in the terminal:
llama cli -hf get2sammy/samxai-insurance

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf get2sammy/samxai-insurance
# Run inference directly in the terminal:
./llama-cli -hf get2sammy/samxai-insurance

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf get2sammy/samxai-insurance
# Run inference directly in the terminal:
./build/bin/llama-cli -hf get2sammy/samxai-insurance

Use Docker

docker model run hf.co/get2sammy/samxai-insurance

LM Studio
Jan
Ollama
How to use get2sammy/samxai-insurance with Ollama:
```
ollama run hf.co/get2sammy/samxai-insurance
```

Unsloth Studio

How to use get2sammy/samxai-insurance with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for get2sammy/samxai-insurance to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for get2sammy/samxai-insurance to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for get2sammy/samxai-insurance to start chatting

Atomic Chat new
Docker Model Runner
How to use get2sammy/samxai-insurance with Docker Model Runner:
```
docker model run hf.co/get2sammy/samxai-insurance
```

Lemonade

How to use get2sammy/samxai-insurance with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull get2sammy/samxai-insurance

Run and chat with the model

lemonade run user.samxai-insurance-{{QUANT_TAG}}

List all available models

lemonade list

Insurance Underwriting Copilot - AI Model

Overview

The Insurance Underwriting Copilot is an AI model designed to assist insurance professionals in evaluating applications, summarizing medical reports, assessing risks, and ensuring regulatory compliance.

Built on DeepSeek R1 (14B) and fine-tuned for underwriting-specific tasks, this model provides structured, consistent, and unbiased insights to streamline decision-making.

Features

🔍 Risk Assessment – Identifies key risk factors, missing data, and inconsistencies.
📑 Medical Report Summarization – Converts complex medical jargon into structured insights.
📜 Regulatory Compliance – Ensures adherence to insurance laws and ethical guidelines.
💡 Context Awareness – Maintains references from prior interactions.
📂 Structured Responses – Outputs markdown-formatted responses for clarity.

License

This project is licensed under the MIT License – see the LICENSE file for details.

Downloads last month: 4

GGUF

Model size

15B params

Architecture

qwen2

Hardware compatibility

We're not able to determine the quantization variants.

View all variants

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Model tree for get2sammy/samxai-insurance

Base model

deepseek-ai/DeepSeek-R1

Quantized

(67)

this model