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Model: NovaCorp/Kybalion-RPG.System-3.2-1B
Source: Original Platform

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README.md

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+---
+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
+
+```

config.json

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+{
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "dtype": "bfloat16",
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "head_dim": 64,
+  "hidden_act": "silu",
+  "hidden_size": 2048,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 16,
+  "num_key_value_heads": 8,
+  "pad_token_id": null,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "factor": 32.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_theta": 500000.0,
+    "rope_type": "llama3"
+  },
+  "tie_word_embeddings": true,
+  "transformers_version": "5.0.0",
+  "use_cache": true,
+  "vocab_size": 128256
+}

mergekit_config.yml

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+
+
+# 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

model.safetensors

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+oid sha256:2daaf825c6a0ad8ccaac624837e92ab1c26903911a8903855849c3f64815e7a5
+size 2996982344

tokenizer_config.json

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+{
+  "backend": "tokenizers",
+  "bos_token": "<|begin_of_text|>",
+  "clean_up_tokenization_spaces": true,
+  "eos_token": "<|eot_id|>",
+  "is_local": false,
+  "model_input_names": [
+    "input_ids",
+    "attention_mask"
+  ],
+  "model_max_length": 131072,
+  "tokenizer_class": "TokenizersBackend"
+}