OccultAI/Ouroboros-24B-v1.4

TEXT GENERATIONConcurrent Unit Cost:2Model Size:24BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Aug 15, 2026License:apache-2.0Architecture:Transformer0.0K Open Weights Featherless Exclusive Cold

Ouroboros-24B-v1.4 is a 24 billion parameter Mistral-based causal language model developed by Naphula, featuring a 32K context window. This model is created using an advanced Ouroboros Doppelganger merge method, generating synthetic spectral variations and applying a blend of techniques like SCE-inspired variance and DELLA-style density. It is specifically optimized for generating narratives and roleplay, including potentially violent and graphic erotic content, and requires the Mistral Tekken chat template for optimal use.

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Ouroboros 24B v1.4 Overview

Ouroboros 24B v1.4 is a 24 billion parameter language model built upon the MistralForCausalLM architecture. Developed by Naphula, this model is distinguished by its unique "Ouroboros Doppelganger" merge method, which involves generating multiple synthetic spectral variations per tensor and applying sophisticated blending techniques.

Key Characteristics & Merge Method

The Ouroboros Doppelganger method incorporates several advanced features:

  • Phantom Generation: Creates 8 synthetic spectral variations per tensor (num_phantoms: 8).
  • Spectral Perturbation: Utilizes a variance of 0.05 and rank_decay of 2.0 for spectral perturbation, inspired by SCE.
  • Density & Selection: Employs DELLA-style row-wise keep density (density: 0.5) and epsilon: 0.15, alongside SCE-style cross-phantom variance selection (select_topk: 0.5).
  • Saliency Gating: Features Arcee-Fusion-style KL/diff saliency gating (saliency_gate: true).
  • Fusion Mode: Uses a cosine fusion mode for Model Stock consensus, with an adjustable blend_ratio of 0.3.

Intended Use & Caveats

This model is specifically designed for generating narratives and roleplay scenarios. Users should be aware that it can produce content that includes violent and graphic erotic material. It is recommended to adjust system prompts accordingly and to use the Mistral Tekken chat template for optimal performance and content control.

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