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Poniak Times, Poniak, Copyright, The Poniak

Poniak Times

"Your Gateway to Innovation and Insight"

  • Or check our Popular Categories...
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Research Hub Technology
Training Deep Reasoning Architectures for HRM–MoE AI Systems
  • August 16, 2025
Training Deep Reasoning Architectures for HRM–MoE AI Systems

This article introduces a structured curriculum to train Hierarchical Reasoning Models(HRM)–Mixture of Experts(MOE) hybrid systems — combining reasoning depth with scalable specialization. It’s a…

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Technology
QLoRA in 2025: The 4-Bit Fine-Tuning Revolution for Large Language Models, Cheaper Model Tuning Techniques
  • August 15, 2025
QLoRA in 2025: The 4-Bit Fine-Tuning Revolution for Large Language Models

QLoRA has transformed large language model fine-tuning by combining 4-bit quantization with low-rank adaptation, enabling billion-parameter models like LLaMA 3 70B to be customized…

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Blog Technology
Reinforcement Learning from Human Feedback (RLHF)
  • August 15, 2025
Reinforcement Learning with Human Feedback(RLHF): Aligning AI with People

RLHF aligns LLMs with human preferences using feedback and reinforcement learning, enhancing safety and helpfulness in AI like ChatGPT, despite challenges like bias and…

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Research Hub Technology
Hierarchical Reasoning Meets Mixture of Experts: Pathways to Scalable, Deep-Thinking AI
  • August 14, 2025
Hierarchical Reasoning Meets Mixture of Experts: Pathways to Scalable, Deep-Thinking AI

This article delves into the potential of combining Hierarchical Reasoning Models (HRMs) and Mixture of Experts (MoE) to create AI systems that excel in…

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Technology
Scaling Generative AI in Enterprises: The Critical Role of Robust Internal Data Systems
  • August 11, 2025
Scaling Generative AI in Enterprises: The Critical Role of Robust Internal Data Systems

Scaling AI is not only about bigger models — it’s about cleaner, more reliable data. This article explores why robust internal data systems are…

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Technology
Generative AI Trends in 2025: Reliability, Scalability & Ethical Growth
  • August 11, 2025
Generative AI Trends in 2025: Reliability, Scalability & Ethical Growth

In 2025, generative AI has evolved from hype to dependable infrastructure. This article explores how advancements in LLM efficiency, agentic AI, and synthetic data…

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