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- # Brain Bus Deployment Package
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-
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- This package contains the artifacts for the Brain Bus AI system, optimized for T4 GPUs.
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-
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- ## Contents
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- - `bce_brain_part_mini_*.gguf`: Quantized GGUF models for Ollama/llama.cpp.
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- - `normal`: General conversational model.
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- - `code`: Coding specialist.
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- - `math`: Mathematics specialist.
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- - `vl`: Vision-Language model (Qwen2.5-VL).
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- - `advanced_brain_bus.py`: Orchestrator script to route queries to appropriate experts.
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- - `cat.png`: Sample image for testing.
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- - `Modelfile.*`: Configuration files for creating Ollama models.
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- - `system_prompts.md`: Reference for system prompts used by the experts.
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-
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- ## Setup
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- 1. Install Ollama: https://ollama.com/
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- 2. Create models:
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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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- ```
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- 3. Run the orchestrator (requires Python dependencies):
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- ```bash
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- python advanced_brain_bus.py
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- ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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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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+ [![License](https://img.shields.io/badge/License-Proprietary-red.svg)](./licence.md)
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+ [![Dataset](https://img.shields.io/badge/Dataset-BCE-green.svg)](https://prometech.net.tr)
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+ ![Prettybirds](https://cdn-uploads.huggingface.co/production/uploads/691f2f51154cbf55e19b7475/fh2XhNoW4qTuFBf1Jxsi6.png)
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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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+
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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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+
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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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+
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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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+ ---
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+
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+ ## Model Details
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+
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+ * **Model Name:** Prettybird Brain Model
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+ * **Base Models:**
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+
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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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+
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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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+ ---
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+
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+ ## Intended Use
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+
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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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+
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+ ### Primary Use Cases
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+
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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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+
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+ ### Out-of-Scope Uses
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+
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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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+ ---
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+
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+ ## BCE Architecture (Behavioral Consciousness Engine)
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+
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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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+
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+ Core capabilities include:
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+
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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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+
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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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+
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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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+ ---
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+
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+ ## Performance Characteristics
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+
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+ ### Strengths
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+
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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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+
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+ ### Limitations
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+
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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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+ ---
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+
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+ ## Training & Fine-Tuning
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+
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+ * **Base Training:** Original Qwen2.5 training by the Qwen team
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+ * **Fine-Tuning:**
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+
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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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+
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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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+
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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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+ ---
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+
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+ ## Ethical Design & Safety
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+
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+ Prettybird Brain Model does **not** assume final decision authority.
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+
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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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+ ---
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+
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+ ## Brain Bus Deployment Package
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+
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+ The **Brain Bus** system enables multi-expert orchestration optimized for **T4 GPUs**.
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+
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+ ### Included Components
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+
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+ * `bce_brain_part_mini_*.gguf` — Quantized GGUF models
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+
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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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+
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+ ### Setup
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+
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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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+ ---
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+
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+ ## License
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+
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+ **Patented & Licensed BCE Technology**
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+ © 2025 PROMETECH A.Ş. — All rights reserved.
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+
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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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+ ---
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+
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+ ## Contact & Licensing
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+
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+ For licensing, partnerships, or technical inquiries:
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+
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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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+ ---
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+
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+ ## Citation
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+
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+ If used in academic or commercial work, please cite:
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+
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+ > **Prettybird Brain Model (BCE)**, PROMETECH A.Ş., 2025
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+ > Powered by KUSBCE 0.3 Behavioral Consciousness Engine