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Model: NovaCorp/Scarface-3.2-1B Source: Original Platform
2026-06-16 04:17:17 +08:00
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+---
+base_model:
+- UmbrellaInc/T-Virus_Epsilon.Strain-3.2-1B
+- N-Bot-Int/MaidEllaA-1B
+library_name: transformers
+tags:
+- mergekit
+- merge
+- dare_ties
+- llama
+- llama-3.2
+- roleplay
+- rp
+- conversational
+- uncensored
+- creative-writing
+- not-for-all-audiences
+- text-generation
+- english
+- spanish
+language:
+- en
+- es
+
+license: llama3.2
+
+pipeline_tag: text-generation
+
+---
+# Scarface 3.2 1B
+
+<center>
+
+![image/png](https://i.pinimg.com/736x/88/30/04/88300498cd0a7a9673363b0b528d78ad.jpg)
+
+> *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.*
+
+</center>
+
+---
+
+# 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
+
+```yaml
+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 balance
+* `IQ4_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:
+
+```yaml
+
+
+# =====================================================
+# 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
+
+
+
+```