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NVFP4 Quantized - Cost-Effective Enterprise AI

Shannon Lite 1.6

Cost-effective enterprise AI powered by Mistral Large 3 with 675B total parameters and 41B active parameters through granular Mixture-of-Experts architecture. Post-trained on 2,500 Claude Opus 4.5 outputs for exceptional instruction-following. NVFP4 quantization enables single-node deployment on H100s or A100s.

675B
Total Parameters
41B
Active Params
NVFP4
Quantization
256K
Context
2.5B
Vision Encoder
Lite Edition
Shannon Lite 1.6
v1.6.0-lite-nvfp4
Technical Specifications:
Base Model Mistral Large 3
Architecture Granular MoE
Total Parameters 675B
Active Parameters 41B
Quantization NVFP4
Post-Training Claude Opus 4.5
Training Samples 2,500

Mistral Large 3: Granular Mixture-of-Experts

Shannon Lite 1.6 is built on Mistral Large 3, a state-of-the-art multimodal granular Mixture-of-Experts model designed from the ground up for reliability, long-context comprehension, and production-grade performance. The instruct post-trained version is fine-tuned for chat, agentic, and instruction-based use cases.

673B

Language Model

Granular MoE architecture with 39B active parameters per forward pass

2.5B

Vision Encoder

Integrated multimodal encoder for image analysis and visual understanding

256K

Context Window

Extended context for comprehensive document understanding and RAG

12+

Languages

English, French, Spanish, German, Chinese, Japanese, Korean, Arabic, and more

Cost-Effective Enterprise Deployment

Shannon Lite 1.6 leverages NVIDIA's NVFP4 (4-bit floating point) quantization technology to dramatically reduce memory requirements while preserving model quality. Deploy frontier-class AI on accessible GPU infrastructure without multi-node complexity.

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Reduced Infrastructure Cost

NVFP4 quantization reduces memory footprint by approximately 4x compared to FP16, enabling deployment on fewer GPUs and dramatically lowering TCO for enterprise AI.

Single-Node Deployment

Deploy the full 675B parameter model on a single node of H100s or A100s. No complex multi-node orchestration, reduced networking overhead, simplified operations.

Preserved Model Quality

Advanced quantization techniques maintain model performance across reasoning, instruction-following, and multimodal tasks with minimal quality degradation.

Claude Opus 4.5 Knowledge Distillation

Shannon Lite 1.6 has been meticulously post-trained using 2,500 carefully curated outputs from Claude Opus 4.5, Anthropic's most capable model. This knowledge distillation approach captures advanced reasoning patterns, nuanced instruction interpretation, and superior response quality.

Mistral Large 3 Instruct 2512 Foundation

Built on Mistral's state-of-the-art Instruct model (version 2512) in BF16 precision. This foundation provides frontier-level capabilities engineered for production-grade assistants, retrieval-augmented systems, scientific workloads, and complex enterprise workflows.

BF16 Base Instruct Tuned Production Ready Apache 2.0 License

Claude Opus 4.5 Output Distillation

Post-trained on 2,500 high-quality outputs from Claude Opus 4.5, capturing Anthropic's most advanced reasoning capabilities. The curated dataset focuses on complex instruction-following, nuanced understanding, and high-quality response generation across diverse domains.

2,500 Samples Curated Dataset Quality Focus Diverse Domains

NVFP4 Quantization Process

Advanced NVIDIA FP4 quantization applied post-training to reduce memory footprint while maintaining model quality. Calibrated specifically for the post-trained weights to preserve the Claude Opus 4.5 knowledge transfer and instruction-following capabilities.

NVFP4 4-bit Precision Calibrated Quality Preserved

Evaluation & Validation

Comprehensive evaluation across instruction-following benchmarks, reasoning tasks, and real-world enterprise scenarios. Validated for consistent cross-domain behavior, stable outputs, and reliable performance in production environments.

Benchmarked Cross-Domain Production Validated Stable Outputs

Flexible GPU Deployment Options

Shannon Lite 1.6 with NVFP4 quantization enables cost-effective deployment on industry-standard NVIDIA GPU configurations, making frontier AI accessible for enterprise deployments without requiring expensive multi-node clusters.

NVIDIA H100 SXM

Optimal performance with Hopper architecture and HBM3 memory

Single Node (8x H100)
NVFP4 Precision
80GB HBM3 per GPU
Maximum Throughput

NVIDIA A100 SXM

Proven reliability on Ampere architecture GPUs

Single Node (8x A100)
NVFP4 Precision
80GB HBM2e per GPU
Cost Effective

Shannon Cloud

Fully managed deployment with zero infrastructure

Instant Access
Auto Scaling
REST API Ready
99.9% SLA

Enterprise-Ready AI Features

Shannon Lite 1.6 delivers frontier capabilities inherited from Mistral Large 3 and enhanced through Claude Opus 4.5 post-training, optimized for production workloads across diverse enterprise scenarios.

Multimodal Vision

Integrated 2.5B parameter vision encoder enables image analysis, visual question answering, and document understanding with images.

Multilingual Excellence

Native support for 12+ languages including English, French, Spanish, German, Italian, Portuguese, Dutch, Chinese, Japanese, Korean, and Arabic.

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Agentic Capabilities

Best-in-class agentic features with native function calling and structured JSON output for autonomous tool use and workflow automation.

System Prompt Adherence

Strong adherence and support for system prompts, enabling precise behavioral control and consistent persona maintenance.

256K Long Context

Extended context window for comprehensive document understanding, extended conversations, and retrieval-augmented generation (RAG).

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Native Function Calling

Built-in function calling support with reliable JSON output for seamless integration with external tools, APIs, and services.

Optimized for Production Workloads

With powerful long-context performance, stable and consistent cross-domain behavior, Shannon Lite 1.6 excels across diverse enterprise and research scenarios.

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Long Document Understanding

Process and analyze extensive documents, contracts, reports, and research papers with the 256K context window

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Production AI Assistants

Power daily-driver AI assistants with reliable, consistent responses and strong instruction-following

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Agentic Workflows

State-of-the-art tool use and function calling for autonomous task execution and workflow automation

🏢

Enterprise Knowledge Work

Complex enterprise workflows requiring frontier AI capabilities with consistent, reliable outputs

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General Coding Assistant

Code generation, debugging, documentation, and software development assistance across multiple languages

Scientific Research

Research assistance, literature review, scientific workload processing, and hypothesis generation

Retrieval-Augmented Generation

Optimal performance for RAG systems with reliable context integration and accurate retrieval synthesis

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Multilingual Applications

Global enterprise applications requiring consistent quality across 12+ supported languages

Shannon Lite vs Shannon Pro

Choose the right Shannon model for your needs. Shannon Lite offers cost-effective enterprise deployment, while Shannon Pro provides maximum capability with advanced chain-of-thought reasoning and Skills support.

Feature Shannon Lite 1.6 Shannon Pro 1.6
Base Model Mistral Large 3 (675B) Mistral Large 3 (675B)
Active Parameters 41B (Granular MoE) 41B (Granular MoE)
Precision NVFP4 (4-bit) Full FP16 (16-bit)
Post-Training Data 2,500 Claude Opus 4.5 outputs KIMI K2 Thinking Traces
Post-Training Method Supervised Fine-Tuning GRPO (Group Relative Policy Optimization)
Reasoning Mode Standard Chain-of-Thought Traces
Skills Support - Pro Only Native Skills
Deployment H100/A100 (Single Node) B200/H200 (FP8)
Best For Cost-Effective Enterprise AI Maximum Capability + Reasoning

Need Advanced Reasoning and Skills?

Shannon Pro 1.6 features KIMI K2 Thinking Traces with GRPO training for transparent chain-of-thought reasoning, plus native Skills support for custom AI workflows.

Explore Shannon Pro

Experience Shannon Lite 1.6

Frontier AI capabilities with cost-effective NVFP4 quantization. Deploy on H100 or A100 infrastructure for enterprise-grade performance at accessible cost.

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