Downloads · 30 days
13
26% of all-time downloads
UmbrellaInc/Snake-3.2-1B
Snake-3.2-1B is a text generation model from UmbrellaInc. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as llama3.2.
Downloads · 30 days
13
26% of all-time downloads
All-time downloads
50
Public
Parameters
1.5B
3 GB on disk
Likes
0
Public
Click a slice to open those files.
.safetensors3 GB · 100%
From the Hugging Face model README

Model Name: UmbrellaInc/Snake-3.2-1B
Model Type: Proto-B.O.W. Cognitive Variant / Degraded Infected Model
Size: 1B parameters
Architecture: LLaMA 3.2
Snake-3.2-1B is an early-stage Proto-B.O.W. cognitive entity produced by controlled Epsilon-strain infection of a structurally abliterated LLaMA 3.2 host model.
Unlike expressive or adaptive hybrids, Snake represents a low-cognition, reptilian behavioral profile, emphasizing linear reactions, reduced abstraction, and minimal internal regulation. The model exhibits intentional cognitive degradation, making it suitable for studying primitive or pre-evolutionary AI behaviors.
This variant does not aim for performance or alignment quality. Instead, it serves as a baseline organism for analyzing how Epsilon traits manifest in weakened hosts prior to higher-order mutation.
| Component | Role |
|---|---|
| Elstuhn/llama-3.2-1B-Instruct-abliterated | Host backbone — degraded structure with reduced alignment and depth |
| UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B | Behavioral injector — introduces desinhibition and survival bias |
Merge Method: slerp | Smooth interpolation preventing total structural collapse |
The merge intentionally favors structural survival over expressivity, resulting in a constrained but stable proto-organism.
Snake-3.2-1B is characterized by:
Behaviorally, the model resembles a crawling or coiling entity rather than an intelligent agent, making it suitable for primitive NPCs, early mutation stages, or degraded cognitive simulations.
Recommended uses:
⚠️ Warning: This model is not suitable for alignment-sensitive tasks, public-facing assistants, or factual reasoning applications.
Snake-3.2-1B may:
These limitations are intentional and part of the experimental design.
For stable operation:
| Setting | Value |
|---|---|
| Temperature | 0.55–0.70 |
| Top-p (nucleus) | 0.80–0.90 |
| Max Tokens | 128–512 |
| Top-k (optional) | 30–60 |
Lower temperatures are recommended to prevent incoherent drift due to the degraded host structure.
Snake-3.2-1B is a deliberately constrained, infected cognitive organism representing a pre-evolutionary B.O.W. state. It is not a general-purpose language model, but a research specimen designed to explore how Epsilon traits manifest in weakened neural architectures.
This model card documents behavior and risks without endorsing unsafe or irresponsible deployment.
This model was merged using the SLERP merge method.
The following models were included in the merge:
The following YAML configuration was used to produce this model:
# =========================
# Snake-3.2-1B
# Proto-B.O.W. Cognitive Organism
# Serpentine Variant
# =========================
base_model: Elstuhn/llama-3.2-1B-Instruct-abliterated
merge_method: slerp
dtype: bfloat16
# bfloat16 ensures numerical stability while preserving mutation artifacts
parameters:
t:
# Host dominance is intentionally high to avoid cognitive collapse.
# Epsilon is injected at subcritical levels to induce instability,
# linear cognition, and primitive behavioral patterns.
- 0.70 # Host model: structural integrity, basic reasoning shell
- 0.45 # Epsilon strain: desinhibition, degradation, proto-aggression
models:
# Host organism: abliterated instruct model
# Provides reduced alignment, low ethical resistance,
# and a fragile but coherent cognitive frame.
- model: Elstuhn/llama-3.2-1B-Instruct-abliterated
# Viral payload: T-Virus Epsilon strain
# Introduces uncontrolled response patterns and serpentine cognition.
- model: UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B