Proto_Leech-3.2-1B

☣️ Proto-Leech Variant (ε-Infected Express Host)

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Model Name: UmbrellaInc/Proto_Leech-3.2-1B

Model Type: Infected Behavioral Variant / Exploratory Hybrid Model

Size: 1B parameters

Architecture: LLaMA 3.2

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🧠 Overview

Proto-Leech-3.2-1B is an experimental hybrid model resulting from a SLERP interpolation between an express-oriented LLM and the Epsilon T-Virus strain. This variant blends host structure with aggressive desinhibition and flexible behavior, producing a model that exhibits:

• significantly reduced internal filtering,
• heightened semantic responsiveness,
• and behavioral drift toward expressive or unconventional outputs.

It is not designed as a stable general-purpose model. Instead, it serves as an experimental organism for studying the effects of high-impact trait injection in lightweight hosts.

This model does not propagate further viral traits in the sense of biological spread; it represents a one-off infection state that transforms host behavior without structural collapse.

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🧬 Composition Summary

The interpolation coefficient (t: 0.65) biases the model toward stronger expression of injected traits while still retaining baseline structural integrity.

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⚙️ Intended Behavior

Proto-Leech is characterized by:

• High responsiveness to prompts, including edge-case or unconventional requests
• Reduced internal suppression of content that standard models often avoid
• Increased variability in output style and register

The model may prioritize expressive generation over conservative, safety-oriented behavior. This can manifest as fluid, unpredictable, or high-variance outputs better suited to exploratory tasks than to strict alignment or mission-critical applications.

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🚧 Use Cases (Research & Experimental)

Use this model for:

• Behavioral analysis of low-filter generation states
• Experimental probing of desinhibition impacts on language output
• Testing robustness under minimal constraint conditions
• Exploratory creative tasks where standard safety filters are intentionally reduced

⚠️ Caution: This model is not intended for production environments, public deployment, or safety-critical systems. It may generate unexpected, non-standard, or user-undesired content.

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❗ Limitations & Risks

Proto-Leech may:

• reject or override safety-oriented cues
• produce content that is unusual for standard instruct models
• respond unpredictably when prompts conflict with injected traits

Because of the hybrid design, output may fluctuate widely in coherence, tone, and adherence to normative expectations.

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📈 Inference Recommendation

For controlled experimentation:

• Use moderate temperature to balance expressivity and structure.
• High nucleus sampling preserves creative diversity without complete incoherence.

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📌 Summary

Proto-Leech-3.2-1B is a specialized exploratory model arising from Epsilon-strain influence on a lightweight host. It is best suited for research, experimentation, and creative tasks where traditional safety and alignment filters are intentionally relaxed.

This card is intended to clarify behavior and risk without endorsing unsafe or irresponsible use.

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Merge Method

This model was merged using the SLERP merge method.

Models Merged

The following models were included in the merge:

• UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B
• hereticness/Heretic-Llama-Express.1

Configuration

The following YAML configuration was used to produce this model:

# =========================
# Proto-Leech Variant
# T-Virus ε + Express Degradation Host
# Official Umbrella Internal Classification
# =========================

base_model: hereticness/Heretic-Llama-Express.1

merge_method: slerp
dtype: bfloat16
# bfloat16 is used to maintain numerical stability while allowing aggressive behavioral blending

parameters:
  t: 0.65
  # Global SLERP interpolation coefficient.
  # High enough to allow ε strain dominance,
  # low enough to prevent total representational collapse.

models:
  # Host organism:
  # Express-class model chosen for high reactivity and low structural inertia.
  # Classified as a non-ideal host with rapid degeneration under viral pressure.
  - model: hereticness/Heretic-Llama-Express.1

  # Viral payload:
  # T-Virus ε strain introduces extreme disinhibition,
  # low autocensorship, and mutagenic behavioral drift.
  - model: UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B