AI & ML interests

Decision-centric AI architectures, learned optimization models, constraint-based reasoning systems, modular multimodal AI, and architectural approaches to AI safety, ethics, and control.

Recent Activity

prometechinc 
posted an update 3 days ago
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Cicikuş v4-5B (POFUDUK Edition) is a next-generation compact language model engineered for high-efficiency reasoning, adaptive intelligence, and behavioral coherence. Built on the Gemma 4B IT foundation and enhanced through advanced LoRA optimization and selective layer reconstruction, this model delivers powerful performance without the overhead of massive parameter counts.
🔗 Explore the model: pthinc/pofuduk_cicikus_v4_5B
🧠 Why Cicikuş?
In a world dominated by massive LLMs, Cicikuş takes a different path:
⚡ Fast & Efficient — Designed for edge deployment and low-resource environments
🎯 High Reasoning Accuracy — Strong results across MMLU, GSM8K, HumanEval, and more
🧩 Behavior-Aware Intelligence — Powered by the Behavioral Consciousness Engine (BCE)
🔍 Low Hallucination Rate — ~3% with built-in ethical filtering
🌍 Multilingual Capable — Optimized for English and Turkish
prometechinc 
posted an update 10 days ago
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The Mutant Reasoning Dataset is a high-level "masterclass" training kit designed to transform your model from a mere chatterbox into a true solution partner offering deep insights. Featuring the most refined reasoning traces from the world's most advanced intelligences, such as GPT-5, Claude 4.6, Gemini 3 Pro, and Grok-4, this exclusive collection aims for a massive performance increase of up to 40%, particularly in logic and coding capabilities. Instead of overwhelming the model with unnecessary information, this kit focuses on instilling complex problem-solving methodologies and deep thought processes. Even with short training periods at a slow learning rate, it elevates your model from a "chatterbox" to a sensible and wise companion. Shared by Prometech Inc., this dataset sets a new standard in the open-source world for all developers who want AI to not only respond but truly "think."