README.md

---
license: other
language:
- en
base_model:
- Qwen/Qwen2.5-1.5B-Instruct
- Qwen/Qwen2.5-Math-1.5B-Instruct
- Qwen/Qwen2.5-Coder-1.5B-Instruct
- Qwen/Qwen2.5-VL-3B-Instruct
- pthinc/prettybird_bce_basic_brain_mini
pipeline_tag: image-text-to-text
tags:
- virtual brain
- virtual full brain
- chat
- text-generation-inference
- agent
- cicikuş
- prettybird
- bce
- consciousness
- conscious
- json
- agent
- vl
- math
- code
- partial consciousness simulation
---
[![License](https://img.shields.io/badge/License-Proprietary-red.svg)](./licence.md)
[![Dataset](https://img.shields.io/badge/Dataset-BCE-green.svg)](https://prometech.net.tr)

![Prettybirds](https://cdn-uploads.huggingface.co/production/uploads/691f2f51154cbf55e19b7475/fh2XhNoW4qTuFBf1Jxsi6.png)

# 🧠 Prettybird Brain Model (BCE) v0.3

**by PROMETECH Inc.**

## Model Overview

**Prettybird Brain Model (BCE)** is an advanced cognitive core designed for **behavioral optimization, mathematical reasoning, and decision-support systems**.
It is powered by **BCE (Behavioral Consciousness Engine)** technology and enhanced through **LoRA fine-tuning**, enabling fast, creative, and ethically aligned reasoning under strict system constraints.

Rather than acting as a generic chat assistant, Prettybird is intended to function as a **brain-layer component** within larger AI architectures.

Due to limited multilingual training data, performance in non-English languages is approximately **30% lower**.
Its behavioral profile is often metaphorically compared to a **budgerigar (budgie)** curious, adaptive, fast-reacting, and constraint-aware.

---

## Model Details

* **Model Name:** Prettybird Brain Model
* **Base Models:**

  * Qwen2.5-Math-1.5B-Instruct
  * Qwen2.5-1.5B-Instruct
  * Qwen2.5-Coder-1.5B-Instruct
  * Qwen2.5-VL-3B-Instruct
* **Architecture:** KUSBCE 0.3 (Behavioral Consciousness Engine)
* **Fine-Tuning Method:** LoRA
* **Developer:** PROMETECH A.Ş.
* **Release Year:** 2025
* **Model Type:**

  * Mathematical reasoning
  * Behavioral optimization
  * Decision-support / brain-core model

---

## Intended Use

Prettybird Brain Model is designed to operate as a **cognitive and optimization engine**, not as a standalone autonomous agent.

### Primary Use Cases

* BCE-driven behavioral optimization loops
* Mathematical and symbolic reasoning
* Decision-making support systems
* AI orchestration layers (brain–body architectures)
* Ethical and security-aware behavior modulation
* Creative reasoning under constraints

### Out-of-Scope Uses

* Fully autonomous agents without external supervision
* Safety-critical real-time systems without validation layers
* Applications requiring high-level multilingual fluency
* Social or entertainment-focused chat systems

---

## BCE Architecture (Behavioral Consciousness Engine)

**BCE** is a patented artificial consciousness simulation technology developed by PROMETECH.
It enables controlled, bounded forms of artificial self-regulation without exposing internal chain-of-thought.

Core capabilities include:

* Advanced behavioral pattern generation
* Introspective reasoning (non-exposed)
* Adaptive response modulation
* Constraint-aware decision-making
* Simulated self-awareness within supervised systems

**KUSBCE 0.3** integrates these concepts directly into the model’s output discipline, making it ideal for optimizer-driven pipelines and multi-model systems.

> **Philosophy:**
> Intelligence and consciousness do not emerge from a single model, but from **relationships between models**.
> Prettybird functions analogously to the **posterior frontal lobe and subconscious layer** within artificial cognitive systems.

---

## Performance Characteristics

### Strengths

* High-speed inference and low latency
* Strong mathematical and symbolic reasoning
* High creativity under strict constraints
* Improved ethical and security-aware behavior
* Excellent compatibility with external controllers (Python / BCE systems)

### Limitations

* ~30% reduced performance in non-English languages
* Not optimized for casual conversation
* Requires external orchestration for best results
* Heuristic reasoning (not a guaranteed optimal solver)

---

## Training & Fine-Tuning

* **Base Training:** Original Qwen2.5 training by the Qwen team
* **Fine-Tuning:**

  * LoRA-based behavioral and domain adaptation
  * BCE-aligned behavioral constraints
* **Data Sources:**

  * Proprietary datasets
  * Mathematical and reasoning-focused corpora
  * Behavioral optimization scenarios

Exact training data details are not publicly disclosed due to proprietary BCE technology.

---

## Ethical Design & Safety

Prettybird Brain Model does **not** assume final decision authority.

* Designed to operate under **external ethical controllers**
* Intended for supervised and auditable systems
* Encourages structured, machine-parseable outputs
* Minimizes hallucination of missing data
* Outputs are meant to be validated and corrected externally

---

## Brain Bus Deployment Package

The **Brain Bus** system enables multi-expert orchestration optimized for **T4 GPUs**.

### Included Components

* `bce_brain_part_mini_*.gguf` — Quantized GGUF models

  * `normal` — General reasoning
  * `code` — Programming specialist
  * `math` — Mathematical reasoning
  * `vl` — Vision-Language (Qwen2.5-VL)
* `advanced_brain_bus.py` — Expert routing orchestrator
* `Modelfile.*` — Ollama configuration files
* `system_prompts.md` — Expert system prompts
* `cat.png` — Sample test image

### Setup

```bash
ollama create brain-normal -f Modelfile.normal
ollama create brain-code -f Modelfile.code
ollama create brain-math -f Modelfile.math
python advanced_brain_bus.py
```

---

## License

**Patented & Licensed BCE Technology**
© 2025 PROMETECH A.Ş. — All rights reserved.

Unauthorized reproduction, modification, or commercial use of BCE technology is prohibited without an explicit license agreement.

---

## Contact & Licensing

For licensing, partnerships, or technical inquiries:

🌐 Website: [https://prometech.net.tr](https://prometech.net.tr)
🏢 Company: PROMETECH A.Ş.

---

## Citation

If used in academic or commercial work, please cite:

> **Prettybird Brain Model (BCE)**, PROMETECH A.Ş., 2025
> Powered by KUSBCE 0.3 Behavioral Consciousness Engine