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README.md
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| 1 |
+
---
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license: other
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language:
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- en
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+
base_model:
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+
- Qwen/Qwen2.5-1.5B-Instruct
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+
- Qwen/Qwen2.5-Math-1.5B-Instruct
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- Qwen/Qwen2.5-Coder-1.5B-Instruct
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+
- Qwen/Qwen2.5-VL-3B-Instruct
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+
- pthinc/prettybird_bce_basic_brain_mini
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pipeline_tag: image-text-to-text
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tags:
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- virtual brain
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- virtual full brain
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- chat
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- text-generation-inference
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- agent
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- cicikuş
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- prettybird
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- bce
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- consciousness
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- conscious
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- json
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- agent
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- vl
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- math
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- code
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---
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[](./licence.md)
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[](https://prometech.net.tr)
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+

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# 🧠 Prettybird Brain Model (BCE) v0.3
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+
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**by PROMETECH Inc.**
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+
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## Model Overview
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+
**Prettybird Brain Model (BCE)** is an advanced cognitive core designed for **behavioral optimization, mathematical reasoning, and decision-support systems**.
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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.
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Rather than acting as a generic chat assistant, Prettybird is intended to function as a **brain-layer component** within larger AI architectures.
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Due to limited multilingual training data, performance in non-English languages is approximately **30% lower**.
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Its behavioral profile is often metaphorically compared to a **budgerigar (budgie)**—curious, adaptive, fast-reacting, and constraint-aware.
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---
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## Model Details
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* **Model Name:** Prettybird Brain Model
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* **Base Models:**
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* Qwen2.5-Math-1.5B-Instruct
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* Qwen2.5-1.5B-Instruct
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* Qwen2.5-Coder-1.5B-Instruct
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* Qwen2.5-VL-3B-Instruct
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* **Architecture:** KUSBCE 0.3 (Behavioral Consciousness Engine)
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* **Fine-Tuning Method:** LoRA
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* **Developer:** PROMETECH A.Ş.
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* **Release Year:** 2025
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* **Model Type:**
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* Mathematical reasoning
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* Behavioral optimization
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* Decision-support / brain-core model
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---
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## Intended Use
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Prettybird Brain Model is designed to operate as a **cognitive and optimization engine**, not as a standalone autonomous agent.
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### Primary Use Cases
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* BCE-driven behavioral optimization loops
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* Mathematical and symbolic reasoning
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* Decision-making support systems
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* AI orchestration layers (brain–body architectures)
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* Ethical and security-aware behavior modulation
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* Creative reasoning under constraints
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### Out-of-Scope Uses
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* Fully autonomous agents without external supervision
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* Safety-critical real-time systems without validation layers
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* Applications requiring high-level multilingual fluency
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* Social or entertainment-focused chat systems
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---
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## BCE Architecture (Behavioral Consciousness Engine)
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**BCE** is a patented artificial consciousness simulation technology developed by PROMETECH.
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It enables controlled, bounded forms of artificial self-regulation without exposing internal chain-of-thought.
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Core capabilities include:
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* Advanced behavioral pattern generation
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* Introspective reasoning (non-exposed)
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* Adaptive response modulation
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* Constraint-aware decision-making
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* Simulated self-awareness within supervised systems
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**KUSBCE 0.3** integrates these concepts directly into the model’s output discipline, making it ideal for optimizer-driven pipelines and multi-model systems.
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> **Philosophy:**
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> Intelligence and consciousness do not emerge from a single model, but from **relationships between models**.
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> Prettybird functions analogously to the **posterior frontal lobe and subconscious layer** within artificial cognitive systems.
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---
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## Performance Characteristics
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### Strengths
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* High-speed inference and low latency
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* Strong mathematical and symbolic reasoning
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* High creativity under strict constraints
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* Improved ethical and security-aware behavior
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* Excellent compatibility with external controllers (Python / BCE systems)
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### Limitations
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* ~30% reduced performance in non-English languages
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* Not optimized for casual conversation
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* Requires external orchestration for best results
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* Heuristic reasoning (not a guaranteed optimal solver)
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---
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## Training & Fine-Tuning
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* **Base Training:** Original Qwen2.5 training by the Qwen team
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* **Fine-Tuning:**
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* LoRA-based behavioral and domain adaptation
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* BCE-aligned behavioral constraints
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* **Data Sources:**
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* Proprietary datasets
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* Mathematical and reasoning-focused corpora
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* Behavioral optimization scenarios
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Exact training data details are not publicly disclosed due to proprietary BCE technology.
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---
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## Ethical Design & Safety
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Prettybird Brain Model does **not** assume final decision authority.
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* Designed to operate under **external ethical controllers**
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* Intended for supervised and auditable systems
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* Encourages structured, machine-parseable outputs
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* Minimizes hallucination of missing data
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* Outputs are meant to be validated and corrected externally
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---
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## Brain Bus Deployment Package
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The **Brain Bus** system enables multi-expert orchestration optimized for **T4 GPUs**.
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### Included Components
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* `bce_brain_part_mini_*.gguf` — Quantized GGUF models
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* `normal` — General reasoning
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* `code` — Programming specialist
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* `math` — Mathematical reasoning
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* `vl` — Vision-Language (Qwen2.5-VL)
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* `advanced_brain_bus.py` — Expert routing orchestrator
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* `Modelfile.*` — Ollama configuration files
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* `system_prompts.md` — Expert system prompts
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* `cat.png` — Sample test image
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### Setup
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```bash
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ollama create brain-normal -f Modelfile.normal
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ollama create brain-code -f Modelfile.code
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ollama create brain-math -f Modelfile.math
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python advanced_brain_bus.py
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```
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---
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## License
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**Patented & Licensed BCE Technology**
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© 2025 PROMETECH A.Ş. — All rights reserved.
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Unauthorized reproduction, modification, or commercial use of BCE technology is prohibited without an explicit license agreement.
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---
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## Contact & Licensing
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For licensing, partnerships, or technical inquiries:
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🌐 Website: [https://prometech.net.tr](https://prometech.net.tr)
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🏢 Company: PROMETECH A.Ş.
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---
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## Citation
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If used in academic or commercial work, please cite:
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> **Prettybird Brain Model (BCE)**, PROMETECH A.Ş., 2025
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> Powered by KUSBCE 0.3 Behavioral Consciousness Engine
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