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Model: 11-47/GPT2.5.5-Awakened.Thinker-0.1B
Source: Original Platform

README.md

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+---
+language:
+  - en
+license: mit
+tags:
+  - gpt2
+  - causal-lm
+  - text-generation
+  - distillation
+  - fine-tuned
+  - withinusai
+  - full-fine-tune
+  - thinking
+  - reasoning
+base_model: openai-community/gpt2
+datasets:
+  - WithinUsAI/GPT_5.5_Distilled
+  - WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K
+model_type: gpt2
+pipeline_tag: text-generation
+library_name: transformers
+widget:
+  - text: "The key to understanding intelligence is"
+  - text: "Let me think through this step by step:"
+  - text: "Deep within the layers of thought,"
+---
+
+# GPT2.5.5-Awakened.Thinker-0.1B
+
+> *Forged by WithIn Us AI — a fully fine-tuned GPT-2 awakened on distilled GPT-5.5 thinking patterns.*
+
+## Model Overview
+
+| Property | Value |
+|---|---|
+| **Architecture** | GPT-2 (`openai-community/gpt2`) |
+| **Parameters** | ~124M (0.1B class) |
+| **Training Type** | Full fine-tune — ALL weights updated, zero adapters |
+| **Context Window** | 1024 tokens |
+| **Best Eval Loss** | `0.4365` |
+| **Best Perplexity** | `1.55` |
+| **Creator** | [GODsStrongestSoldier](https://huggingface.co/GODsStrongestSoldier) / WithIn Us AI |
+| **Date Trained** | 2026-05-23 |
+| **Hardware** | 2× NVIDIA Tesla T4 (Kaggle) |
+| **Precision** | FP16 mixed precision |
+
+---
+
+## Training Methodology
+
+Full fine-tuning — every single parameter in GPT-2 was updated.
+No LoRA, no QLoRA, no adapters of any kind.
+
+### Datasets
+
+| Dataset | Description |
+|---|---|
+| [`WithinUsAI/GPT_5.5_Distilled`](https://huggingface.co/datasets/WithinUsAI/GPT_5.5_Distilled) | Instruction + completion pairs distilled from GPT-5.5 |
+| [`WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K`](https://huggingface.co/datasets/WithinUsAI/GPT5.5_thinking_max_distill_god_seed_25K) | 25K chain-of-thought reasoning traces distilled from GPT-5.5 |
+
+97 / 3 train / eval split.
+
+### Hyperparameters
+
+| Parameter | Value |
+|---|---|
+| Peak Learning Rate | `3e-5` |
+| LR Schedule | Cosine with 6% warmup |
+| Effective Batch Size | `64` (4 × 2 GPUs × 8 grad accum) |
+| Epochs | `5` |
+| Weight Decay | `0.1` |
+| Max Sequence Length | `1024` |
+| Precision | FP16 |
+
+---
+
+## Quick Start
+
+```python
+from transformers import GPT2LMHeadModel, GPT2TokenizerFast
+import torch
+
+model_id  = "GODsStrongestSoldier/GPT2.5.5-Awakened.Thinker-0.1B"
+tokenizer = GPT2TokenizerFast.from_pretrained(model_id)
+model     = GPT2LMHeadModel.from_pretrained(model_id, torch_dtype=torch.float16)
+model.eval()
+
+prompt = "Let me think through this carefully, step by step:"
+inputs = tokenizer(prompt, return_tensors="pt")
+
+with torch.no_grad():
+    output = model.generate(
+        **inputs,
+        max_new_tokens     = 200,
+        do_sample          = True,
+        temperature        = 0.7,
+        top_p              = 0.9,
+        repetition_penalty = 1.15,
+    )
+
+print(tokenizer.decode(output[0], skip_special_tokens=True))
+```
+
+---
+
+## About WithIn Us AI
+
+- HuggingFace org : [WithinUsAI](https://huggingface.co/WithinUsAI)
+- Creator         : [GODsStrongestSoldier](https://huggingface.co/GODsStrongestSoldier)
+
+*"Strength through understanding. Awakened from within."*