Kybalion-RPG.System-3.2-1B/README.md

---
base_model:
- theprint/Llama3.2-1B-RolePlaying-Full
- NovaCorp/Ultimate-RPG.System-3.2-1B
datasets:
- HuggingFaceFW/fineweb-edu
- open-web-math/open-web-math
- bigcode/starcoderdata
- HuggingFaceTB/cosmopedia
- teknium/OpenHermes-2.5
- meta-math/MetaMathQA
- sahil2801/CodeAlpaca-20k
- theprint/RolePlaying
- WasamiKirua/Her-Samantha-Style
- HuggingFaceTB/smoltalk
- Guilherme34/uncensor
- teknium/OpenHermes-2.5
- passing2961/multifaceted-skill-of-mind
- PawanKrd/math-gpt-4o-200k
- V3N0M/Jenna-50K-Alpaca-Uncensored
- cognitivecomputations/dolphin-coder
- mlabonne/FineTome-100k
- microsoft/orca-math-word-problems-200k
- CarrotAI/ko-instruction-dataset
- Salesforce/xlam-function-calling-60k
- anthracite-org/kalo-opus-instruct-22k-no-refusal
- anthracite-org/stheno-filtered-v1.1
- anthracite-org/nopm_claude_writing_fixed
- iamketan25/roleplay-instructions-dataset
- N-Bot-Int/Iris-Uncensored-R1
- N-Bot-Int/Moshpit-Combined-R2-Uncensored
- N-Bot-Int/Mushed-Dataset-Uncensored
- N-Bot-Int/Muncher-R1-Uncensored
- N-Bot-Int/Millia-R1_DPO
- AiAF/SCPWiki-Archive-02-March-2025-Datasets
- huihui-ai/QWQ-LONGCOT-500K
- huihui-ai/LONGCOT-Refine-500K
- Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned
- Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
- alexandreteles/AlpacaToxicQA_ShareGPT
- Nitral-AI/Active_RP-ShareGPT
- PJMixers/hieunguyenminh_roleplay-deduped-ShareGPT
- Nitral-AI/RP_Alignment-ShareGPT
- Chaser-cz/sonnet35-charcard-roleplay-sharegpt
- AiCloser/sharegpt_cot_dataset
- PJMixers/Gryphe_Opus-WritingPrompts-Story2Prompt-ShareGPT
- priveeai/pippa_sharegpt
- Locutusque/sharegpt_gpt4_uncensored_cleaned
- OpenCoder-LLM/opc-sft-stage1
- OpenCoder-LLM/opc-sft-stage2
- microsoft/orca-agentinstruct-1M-v1
- NousResearch/hermes-function-calling-v1
- AI-MO/NuminaMath-CoT
- AI-MO/NuminaMath-TIR
- allenai/tulu-3-sft-mixture
- cognitivecomputations/samantha-data
- m-a-p/CodeFeedback-Filtered-Instruction
- m-a-p/Code-Feedback
- FreedomIntelligence/medical-o1-reasoning-SFT
library_name: transformers
tags:
- mergekit
- merge
- llama
- continued-pretraining
- sft
- lora
- 1b
- math
- code
- education
- small-llm
- Silly-Tavern
- Text-Generation-Inference
- KoboldAI
- RPG
- RP
- Roleplay
- NSFW
- Uncensored
- Low-Specs
- Low-Refusals
- not-for-all-audiences
license: llama3.2
language:
- en
- es
metrics:
- meteor
pipeline_tag: text-generation
---
# Kybalion RPG System 3.2 1B

*“Knowledge is a dagger; every roll cuts reality.”*

---

## Overview

Kybalion RPG System 3.2 1B is the abominable spawn of **Fusion RPG System 3.2 1B** fused with **Kybalion-1B**, stitched together with threads of forbidden knowledge, hermetic mathematics, and narrative chaos.

This is not an AI. This is an oracle of blood-soaked campaigns, a neural grimoire designed to **teach, torment, and narratively annihilate** simultaneously.

It excels at:

* Dark narrative improvisation
* Morally corrosive worldbuilding
* Hermetic logic entwined with RPG mechanics
* Tactical combat narration under psychological pressure
* Multi-domain reasoning: math, code, science, and arcane storytelling
* Persistent factional politics and emergent consequences
* Realistic NPC cruelty, betrayal, and obsession loops

Every generated sentence is a potential wound. Every plot twist a curse. Every dice roll a prophecy of suffering.

---

## ⚔️ Narrative & Hermetic Mechanics

Kybalion RPG System integrates:

* **Persistent world memory** – Characters remember betrayals, alliances, debts, injuries, and political machinations.
* **Morally unfiltered content** – Ideal for grimdark fantasy, cyberpunk dystopia, survival horror, and criminal underworld campaigns.
* **Hermetic intelligence** – Math, code, and structured knowledge enhance logical consistency while amplifying narrative complexity.
* **Combat & stats integration** – Inventory, health, and faction reputation tracked dynamically for immersive RPG experiences.
* **Psychological tension loops** – NPCs escalate conflicts autonomously, ensuring no party leaves unscarred.

It’s **not safe**, it’s not polite, it’s not sanitized. It is a dagger in the dark of narrative structure.

---

## 🔮 Training Fusion

This abomination arises from:

1. **RPG Core** – 1B viral neural parameters, optimized for story escalation, NPC cruelty, and immersive consequence loops.
2. **Kybalion Hermetic Layer** – Knowledge-focused 1B neural template, trained on education, math, codce, and esoteric texts.
3. **Spherical Merge** – Preserves narrative intensity, logical reasoning, and chaotic escalation in a single cohesive model.

The result is a compact 1B-parameter engine that **teaches, destroys, and improvises** without mercy.

---

## 📊 Inference Highlights

**Device & precision:**

* Torch/BF16 on GPU (A100 recommended)
* GGUF q4_k_m available for CPU/mobile via llama.cpp or Ollama

**Inference parameters (recommended for gameplay & chaos):**

```python
max_new_tokens = 512
temperature = 0.8  # ensures unpredictability
top_p = 0.92        # narrative chaos control
do_sample = True
```

**Capabilities:**

* Text-based RPG narrative generation
* Multi-step reasoning with hermetic logic
* Combat simulation & stat management
* Dynamic NPC behavior with emergent consequences
* Code, math, and structured knowledge integration

---

## ⚠️ Limitations

* Small 1B model — may fail at extremely complex multi-step math/logical reasoning
* English-only datasets; cultural context may vary wildly
* Non-RLHF aligned — moral alignment is unpredictable, sometimes cruel
* Storylines can escalate into extreme scenarios without warning

> Beware: Kybalion RPG System does not apologize. It does not reset. It only **remembers, punishes, and unfolds**.

---

## 📦 Deployment

```bash
# GGUF CPU/mobile inference
./llama-cli -m Kybalion-RPG-System-3.2-1B-q4_k_m.gguf \
-p "Describe a cursed dungeon where reality itself bleeds." -n 512
```

```python
from transformers import AutoTokenizer, AutoModelForCausalLM
import torch

tokenizer = AutoTokenizer.from_pretrained("devwoo/Kybalion-RPG-System-3.2-1B")
model = AutoModelForCausalLM.from_pretrained(
    "devwoo/Kybalion-RPG-System-3.2-1B",
    torch_dtype=torch.bfloat16,
    device_map="auto",
)

prompt = "Generate a dark fantasy quest involving betrayal, plague, and forbidden knowledge."
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
outputs = model.generate(
    **inputs,
    max_new_tokens=512,
    temperature=0.8,
    top_p=0.92,
    do_sample=True
)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[1]:], skip_special_tokens=True))
```

---

## 🩸 Final Transmission

Kybalion RPG System 3.2 1B is the **hermetic grimoire of storytelling**:

* Knowledge and chaos entwined
* Logic fused with gore
* Education corrupted into omniscient terror

Step inside. Roll your dice. Reality is optional.

---

### Merge Method

This model was merged using the [SLERP](https://en.wikipedia.org/wiki/Slerp) merge method.

### Models Merged

The following models were included in the merge:
* [NovaCorp/Fusion-RPG.System-3.2-1B](https://huggingface.co/NovaCorp/Fusion-RPG.System-3.2-1B)
* [devwoo/Kybalion-1B](https://huggingface.co/devwoo/Kybalion-1B)

### Configuration

The following YAML configuration was used to produce this model:

```yaml


# Author: Dr. Novaciano
# Objective: Kybalion RPG Unethic 3.2 1B AI Model
# =========================================================
# PROJECT: Kybalion RPG System 3.2 1B
# =========================================================

models:
  - model: NovaCorp/Fusion-RPG.System-3.2-1B  # Experimental viral strain neural imprint
  - model: devwoo/Kybalion-1B  # Baseline cognitive template, "safe mode"

merge_method: slerp  # Spherical Linear Interpolation to preserve extreme viral traits smoothly
base_model: NovaCorp/Fusion-RPG.System-3.2-1B  # Anchor model for stable latent space

dtype: bfloat16  # Memory-efficient precision, minimal loss in viral feature fidelity

parameters:
  t: 0.45
  normalize: false
  rescale: true
  rescale_factor: 1.12
  memory_efficient: true
  low_cpu_mem_usage: true

layer_range:
  - value: [4, 22]

tie_word_embeddings: true
tie_output_embeddings: true

```