Coralfil/Atlantis-Pyramid-14B-Glyph

TEXT GENERATIONPricing:Input $0.431 / Cached $0.0862 / Output $1.12Concurrent Unit Cost:1Model Size:14.8BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Jul 12, 2026License:apache-2.0Architecture:Transformer0.0K Open Weights Featherless Exclusive Cold

Coralfil/Atlantis-Pyramid-14B-Glyph is a 14.7 billion parameter language model developed by Coralfil, fine-tuned from Qwen/Qwen2.5-14B-Instruct. It is specifically specialized for marine restoration science, aquaculture chemistry, dynamic oceanography modeling, and coral reef ecosystem analysis. This model excels at marine biology question answering and oceanographic data interpretation, making it suitable for research and operational use within the Coralfil OS Atlantis project.

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Atlantis-Pyramid 14B (Glyph) Overview

Atlantis-Pyramid 14B (Glyph) is Coralfil's flagship model for the Atlantis project, fine-tuned from the Qwen/Qwen2.5-14B-Instruct base model. With approximately 14.7 billion parameters, this model is highly specialized for scientific applications within the marine domain.

Key Capabilities & Specialization

This model has undergone Supervised Fine-Tuning (SFT) using LoRA adapters on a proprietary Coralfil validated marine science corpus. Its specialization makes it particularly adept at:

  • Marine Biology Question Answering: Providing detailed information and insights related to marine life and ecosystems.
  • Coral Reef Ecosystem Analysis: Understanding and interpreting complex data concerning coral health, restoration, and environmental factors.
  • Aquaculture Parameter Optimization: Assisting in the fine-tuning of conditions for sustainable aquaculture practices.
  • Oceanographic Data Interpretation: Analyzing and making sense of dynamic oceanographic data.
  • Environmental Compliance Assessment: Supporting evaluations for adherence to marine environmental regulations.

Training Details

The model was fine-tuned using trl library's SFTTrainer with LoRA adapters (r=16, alpha=32) targeting key transformer modules. Training was conducted in 4-bit precision (NF4) with a maximum sequence length of 2048 tokens.

Intended Use & Limitations

Atlantis-Pyramid 14B (Glyph) is designed for research and operational use within the Coralfil OS ecosystem. Users should be aware that its strong specialization means it may not perform as well on general-purpose tasks compared to its base model. Outputs should always be validated by domain experts, and the model is not intended for critical applications such as medical or safety-critical systems.

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