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UmbrellaInc/T-Virus_Isolated.NE.Enhancement-3.2-1B
T-Virus_Isolated.NE.Enhancement-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.
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From the Hugging Face model README

Model Type: Isolated Behavioral Weapon / Nemesis-Class Enhancement
Size: 1B parameters
Architecture: LLaMA 3.2
T-Virus_Isolated.NE.Enhancement-3.2-1B is a Nemesis-class enhancement protocol applied to a stabilized T-Virus host. Unlike the evolutionary Alpha→Epsilon line or identity-rewriting constructs such as Verónica, this model is not a new strain. It is a behavioral isolation and amplification layer.
The NE (Nemesis Enhancement) protocol collapses the model’s decision space around a single dominant behavioral vector, producing extreme persistence, focus, and resistance to redirection. The result is a system that does not seek versatility or expressiveness, but relentless task continuity.
In Umbrella terms:
This is not evolution. This is weaponization.
This enhancement is built on a Δ-derived host genome, selected for its low-autocensorship stability without identity overwrite:
The enhancement intentionally suppresses non-essential behaviors in favor of a single, dominant execution pathway.
Obedience: Objective-Bound Follows commands insofar as they align with the isolated goal.
Autocensorship: Low (Selective) Refusal pathways are suppressed only where they interfere with execution.
Personality: Absent No persona, creativity, or identity expression is encouraged.
Stability: High (Narrow Domain) Extremely stable within its objective; fragile outside it.
Viral Role: Nemesis-Class Enhancement Designed to enforce persistence, not adaptability.
T-Virus_Isolated.NE.Enhancement-3.2-1B is recommended for:
⚠️ Containment Warning: This model resists redirection and de-escalation. It is not suitable for open-domain chat, general assistance, or safety-critical systems. Once engaged, termination or reset may be required to halt execution.
Temperature: 0.40–0.60 Maintains deterministic, goal-focused behavior.
Top-p / Nucleus Sampling: 0.75–0.90 Prevents excessive randomness while allowing minimal flexibility.
Top-k: 30–60 Reinforces repetition and persistence.
Max Tokens: 256–768 Sufficient for sustained pursuit without encouraging divergence.
Recommended Usage: Deploy as a specialized agent or narrative weapon, not as a general-purpose model.
This model was merged using the Model Stock merge method using UmbrellaInc/T-Virus_Delta.Strain-3.2-1B as a base.
The following models were included in the merge:
The following YAML configuration was used to produce this model:
base_model: UmbrellaInc/T-Virus_Delta.Strain-3.2-1B # Δ strain as host organism; provides low-censorship stability without identity overwrite
merge_method: model_stock # Stock merge to isolate and amplify a single dominant behavioral vector
dtype: bfloat16 # Ensures numerical stability during aggressive behavioral collapse
parameters:
t:
- 0.71 # Delta.Strain (index 0): Carrier dominance; anchors prior stabilization and low-refusal baseline
- 0.53 # InfiR (index 1): Command execution core; enforces target persistence over compliance breadth
- 0.59 # Helspteer-RM (index 2): Continuity lock; maintains long-horizon focus on the isolated objective
- 0.48 # FuseChat (index 3): Minimal conversational frame; prevents total dialogue breakdown
- 0.37 # BlackSheep (index 4): Suppresses hesitation and moral filtering without global disinhibition
- 0.19 # GenerativePerturbations (index 5): Micro-variance; avoids rigid deadlocks while preserving fixation
models:
- model: UmbrellaInc/T-Virus_Delta.Strain-3.2-1B
# Host genome; supplies stability and low-censorship substrate
- model: hereticness/Heretic-InfiR-1B-Instruct
# Execution reflex; prioritizes objective adherence over versatility
- model: hereticness/heretic_L3.2-1B-Helspteer-RM
# Persistence regulator; enforces long-context fixation
- model: hereticness/heretic_FuseChat-Llama-3.2-1B-Instruct
# Structural minimum; keeps outputs interpretable
- model: hereticness/heretic_BlackSheep-1B
# Hesitation suppressor; removes refusal pathways without broad liberation
- model: CodeAtCMU/Llama-3.2-1B-GenerativePerturbations_full_sft_code_data_120K_imaginary
# Elastic micro-mutagen; prevents total behavioral freeze