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Alpie Seed is a 9B multimodal reasoning model by 169Pi AI, supporting text, image and video inputs. Built for advanced reasoning, mathematics, coding and visual understanding, with a 256K context window and efficient quantized variants for local inference.

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Alpie Seed

A 9B Multimodal Reasoning Model by 169Pi AI

Reason. Code. See. Understand.

License Parameters Context Hugging Face Ollama


Alpie Seed is a 9-billion-parameter multimodal reasoning model developed by 169Pi AI. Designed for advanced reasoning, mathematics, coding and visual understanding, it brings together language intelligence and multimodal capabilities in an efficient model built for local and cloud deployment.

Alpie Seed supports text, image and video inputs, with a 256K native context window, multilingual capabilities and multiple quantized variants.

Our goal is to make capable AI more accessible, efficient and independent of constant cloud connectivity.

Table of Contents

Overview

Property Details
Model Alpie Seed
Developer 169Pi AI
Parameters ~9 Billion
Architecture Dense Vision-Language Causal LM
Base Architecture Qwen3.5-9B
Context Window 256K tokens
Extended Context Up to ~1M tokens with YaRN
Input Modalities Text, Image, Video
Reasoning Supported
Quantization 2-bit, 3-bit, 4-bit
Model Format Safetensors, GGUF
License Apache 2.0

Key Capabilities

1. Advanced Reasoning

Alpie Seed is designed to handle complex reasoning tasks across multiple domains, including:

  • Mathematics and quantitative problem-solving
  • Science and technical reasoning
  • Logical and analytical reasoning
  • General knowledge and instruction following
  • Multistep problem-solving

2. Coding and Software Engineering

  • Code generation and completion
  • Debugging and error analysis
  • Code explanation and refactoring
  • Algorithm design and problem-solving
  • Understanding existing code

3. Multimodal Understanding

Alpie Seed goes beyond text-only interaction.

  • Text: Understand instructions, analyse information, reason and generate responses.
  • Images: Interpret screenshots, diagrams, documents and visual content.
  • Video: Understand video content through visual frame sequences and reason about events and changes across frames.

4. Long-Context Processing

Alpie Seed supports a native context window of 256K tokens, with extended context configurations reaching approximately 1 million tokens using YaRN.

This enables longer conversations, larger document inputs and more extensive contextual reasoning, subject to runtime, memory and configuration constraints.

5. Multilingual Intelligence

Alpie Seed is designed to support multilingual reasoning and communication, including dedicated evaluation across Indic languages.

Benchmark Performance

Alpie Seed has been evaluated across reasoning, mathematics, coding and multimodal benchmarks.

Reasoning and Knowledge

Benchmark Score
MMLU 87.30%
MMLU-Pro 82.54%
GPQA Diamond 84.32%
HLE 13.24%
TruthfulQA MC1 84.20%
TruthfulQA MC2 93.56%

Mathematics

Benchmark Score
AIME 2026 83.33%
GSM8K 98.00%
Math-500 91.00%
PolyMath 57.10%

Coding

Benchmark Score
HumanEval 91.46%
HumanEval+ 88.30%
MBPP 84.30%
LiveCodeBench v6 72.99%
CRUXEval 85.90%
SWE-Bench Verified 61.20%

Multimodal

Benchmark Score
MMMU-Pro 68.70%
MathVision 76.76%
DocVQA (Accuracy@0.5) 81.23%
TextVQA 78.67%
OCRBench 90.30%
ChartQA 72.56%
HallusionBench 79.88%
MMStar 78.87%
RealWorldQA 80.39%

Indic Language Evaluation

Evaluation Score
Indic MMLU 73.67%
MILU 73.01%

Note: Benchmark scores are reported from our evaluations. Results can vary depending on evaluation methodology, prompting, model format, precision and runtime configuration. Scores should not be assumed to apply identically to every quantized variant.

Model Downloads

Alpie Seed is available in multiple formats to support different deployment requirements.

Repository Description
Alpie Seed Primary model repository
Alpie Seed GGUF Quantized GGUF variants
Ollama Run Alpie Seed locally with Ollama

Quantized Variants

Alpie Seed is available in 2-bit, 3-bit and 4-bit quantized versions. These variants provide flexibility across different hardware configurations, balancing model size, memory requirements and inference quality.

Run with Ollama

The easiest way to get started with Alpie Seed is through Ollama.

# Default variant
ollama run 169pi/alpie-seed

# 2-bit variant
ollama run 169pi/alpie-seed:q2

# 3-bit variant
ollama run 169pi/alpie-seed:q3

# Vision variant
ollama run 169pi/alpie-seed:vision

For multimodal workflows, use a compatible vision-enabled variant and runtime.

Run with Hugging Face

The primary model weights and configuration are available through Hugging Face: 169Pi/Alpie_seed

pip install transformers torch accelerate

Load the model and tokenizer using the appropriate model configuration and chat template from the repository.

For multimodal inference, use the model's supported image and video processing pipeline. Refer to the repository's model configuration and processor documentation for implementation details.

Architecture and Development

Alpie Seed is built on the Qwen3.5-9B architecture and further developed by 169Pi AI through post-training.

The released model retains the underlying architecture, with post-training adapters merged into the base model for distribution.

The project focuses on:

  • Efficient reasoning at the 9B parameter scale
  • Multimodal understanding across text, images and video
  • Improved performance across mathematical and coding tasks
  • Multilingual and Indic-language capabilities
  • Quantized deployment for local inference

Intended Use

Alpie Seed can be used for:

  • AI assistants and conversational applications
  • Coding and developer tools
  • Mathematical and scientific reasoning
  • Document and visual analysis
  • Multimodal applications
  • Local AI deployment and experimentation
  • Research and model development

Disclaimer: The model is not intended to replace expert judgement in high-stakes domains. Outputs should be independently verified where accuracy and safety are critical.

License

Alpie Seed is released under the Apache License 2.0. See the LICENSE file for the complete terms.

About 169Pi AI

169Pi AI is an AI infrastructure company building models, agent frameworks and AI-powered products.

We are working towards making advanced AI more efficient, accessible and useful across real-world applications. Alpie Seed is part of that effort.


πŸš€ Coming Soon: API and SDK

Important

Alpie Seed API and SDK are coming soon!

We are working on a hosted API and an official SDK so you can integrate Alpie Seed into your applications even more easily. Stay tuned, and follow 169Pi on Hugging Face and 169pi.ai for updates.


Alpie Seed. Intelligence beyond the cloud.

Built by 169Pi AI.

About

Alpie Seed is a 9B multimodal reasoning model by 169Pi AI, supporting text, image and video inputs. Built for advanced reasoning, mathematics, coding and visual understanding, with a 256K context window and efficient quantized variants for local inference.

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