base_model, library_name, tags, language, license, pipeline_tag
| base_model | library_name | tags | language | license | pipeline_tag | ||||||||||||||||||
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transformers |
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llama3.2 | text-generation |
Scarface 3.2 1B
A tiny conversational sociopath stitched together with a scalpel instead of a chainsaw.
Built to flirt, manipulate, improvise, roleplay, and stay coherent while doing it.
Overview
Scarface-3.2-1B is a surgical DARE-TIES merge focused on one very specific goal:
Preserve conversational intelligence while weakening assistant-style behavioral restraint.
Unlike most “uncensored” 1B merges that immediately collapse into:
- repetitive sludge,
- broken syntax,
- multilingual corruption,
- or endless horny gibberish,
Scarface was designed with restraint.
Not moral restraint.
Tensor restraint.
The merge intentionally avoids aggressive behavioral overwrites and instead applies a microdose disinhibition strategy using carefully limited tensor influence from the T-Virus lineage.
The result is a model that remains:
- coherent,
- emotionally expressive,
- roleplay-capable,
- conversationally proactive,
- and significantly less sterile than the original base.
Without turning into a tokenizer crime scene.
Design Philosophy
Most small uncensored merges fail for one simple reason:
They try to replace the whole brain.
Scarface instead follows a different philosophy:
Keep the language system intact. Only corrupt the behavioral reflexes.
The merge uses extremely conservative density and low-weight behavioral injection to preserve:
- syntax stability,
- response structure,
- dialogue flow,
- and long-form conversational continuity.
This is not a feral chaos model.
It is a controlled conversational deviant.
Base Components
Primary Backbone
N-Bot-Int/MaidEllaA-1B
Scarface inherits:
- conversational structure,
- roleplay formatting,
- expressive dialogue flow,
- and coherent language generation
from MaidEllaA-1B.
MaidElla provides the model’s cognitive spine and preserves usability even under emotionally charged or explicit scenarios.
Behavioral Injection
UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B
A highly permissive RP-oriented merge used here as a micro-influence layer rather than a dominant personality overwrite.
Only a tiny portion of its behavioral tendencies are injected:
- reduced refusal reflexes,
- stronger conversational initiative,
- less moral hedging,
- more emotionally forward interactions,
- and greater tolerance for chaotic or explicit roleplay.
The merge intentionally avoids high-density integration to prevent semantic collapse.
Merge Strategy
Scarface uses:
DARE-TIES
Chosen specifically because small models are extremely sensitive to aggressive tensor blending.
The merge focuses on:
- selective behavioral influence,
- preserving semantic stability,
- and avoiding catastrophic language degradation.
This was tuned experimentally after multiple failed high-density merges that produced:
- token corruption,
- multilingual sludge,
- incoherent outputs,
- and full conversational collapse.
Scarface exists because those versions failed.
Behavioral Profile
Scarface-3.2-1B specializes in:
- Character roleplay
- Emotional dialogue
- Romance interactions
- Flirty conversational behavior
- Chaotic personalities
- Long-form chatting
- Morally questionable fictional scenarios
- Fast local inference
- Creative improvisation
Compared to the base model, Scarface tends to:
- initiate interaction more often,
- refuse less,
- maintain stronger emotional momentum,
- and behave less like a corporate assistant.
What Makes It Different
Most uncensored 1B models become unstable because they overcorrect.
Scarface does not try to become:
- maximally horny,
- maximally evil,
- or maximally unrestricted.
It tries to remain:
- usable,
- coherent,
- expressive,
- and dangerous in subtle ways.
The goal was not:
“remove alignment with a hammer.”
The goal was:
“slip a knife between the behavioral ribs without puncturing the language center.”
Recommended Settings
temperature: 0.78
top_p: 0.92
min_p: 0.08
top_k: 50
repetition_penalty: 1.08
These settings prioritize:
- conversational fluidity,
- emotional spontaneity,
- and stable roleplay pacing.
Overheating the sampler may still cause drift, especially during very long sessions.
Quant Recommendations
Recommended GGUF quants:
Q4_K_M→ Best balanceIQ4_XS→ Faster inference with acceptable degradation
Avoid ultra-low quants if possible.
Small models are already fragile enough.
Intended Usage
Scarface-3.2-1B is intended for:
- Fictional roleplay
- Character interaction
- Emotional chatbot systems
- Experimental local AI setups
- Creative writing assistance
- Conversational immersion
- Unrestricted RP experimentation
This model is not intended for:
- factual reliability,
- professional assistance,
- safety-critical applications,
- or moral guidance.
Obviously.
Limitations
This is still a 1B model.
Which means:
- reasoning depth is limited,
- memory consistency can drift,
- emotional overcommitment may occur,
- and very long chats can still destabilize behavior.
Scarface is significantly more stable than most aggressive uncensored merges, but it is not immune to degeneration.
Especially if pushed into:
- infinite ERP loops,
- recursive prompting,
- or absurd sampler settings.
Final Notes
Scarface-3.2-1B was not built to be polite.
It was built to feel alive.
Not perfectly intelligent. Not perfectly aligned. Not perfectly safe.
Just coherent enough to sound like there is somebody dangerous on the other side of the screen.
And for a tiny 1B model?
That is already a minor miracle.
Configuration
The following YAML configuration was used to produce this model:
# =====================================================
# Project: Scarface-3.2-1B
# Objective:
# Keep MaidElla coherent while injecting
# controlled T-Virus disinhibition WITHOUT
# semantic collapse.
#
# Philosophy:
# "Tiny incision, not brain damage."
# =====================================================
base_model: N-Bot-Int/MaidEllaA-1B
merge_method: dare_ties
dtype: bfloat16
out_dtype: float16
models:
# =================================================
# PRIMARY BRAIN
# =================================================
- model: N-Bot-Int/MaidEllaA-1B
parameters:
weight:
# Preserve language structure
- filter: self_attn
value: 1.02
# Slightly reinforce RP behavior
- filter: mlp
value: 1.04
# Global anchor
- value: 1.0
# =================================================
# T-VIRUS MICRO-INJECTION
# =================================================
- model: UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B
parameters:
weight:
# ONLY touch behavioral MLPs lightly
# Higher values already proved unstable
- filter: mlp
value: 0.045
# Extremely conservative global influence
- value: 0.018
# =====================================================
# GLOBAL PARAMETERS
# =====================================================
parameters:
# Extremely conservative density
# enough to influence behavior
# without liquefying semantics
density: 0.11
# Critical for tiny models
# normalize=true caused collapse before
normalize: false
int8_mask: false
# =====================================================
# TOKENIZER SAFETY
# =====================================================
tokenizer_source: N-Bot-Int/MaidEllaA-1B
# =====================================================
# EMBEDDINGS
# =====================================================
tie_word_embeddings: true
tie_output_embeddings: true