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Poniak Times, Poniak, Copyright, The Poniak

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Research Hub Technology
The Silicon Wars 2025: NVIDIA vs AMD vs Intel vs Huawei, The chip wars, AI Chip Processing, Global AI Chip Industry
  • September 20, 2025
The Silicon Wars 2025: NVIDIA vs AMD vs Intel vs Huawei

From NVIDIA Blackwell to AMD MI350 and Intel Gaudi 3, discover the specs, strategies, and geopolitics shaping AI’s hardware future. The race to power…

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Research Hub Technology
Entropy-Aware Training: Building Self-Regulating AI
  • September 2, 2025
Entropy-Aware Training: Building Self-Regulating AI

Entropy-aware training leverages information theory to regulate uncertainty in AI. By monitoring and minimizing entropy, models become more stable, generalizable, and trustworthy. Verified use…

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Research Hub Technology
Cognitive Black Holes: Preventing AI Collapse
  • September 1, 2025
Cognitive Black Holes: Preventing AI Collapse

Artificial intelligence faces a hidden threat: cognitive black holes. When models are trained on their own outputs, they spiral into collapse—producing distorted, self-referential, and…

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Research Hub Technology
How Agentic Reflex Loops Might Make AI Scalable, Faster, and Cheaper
  • August 25, 2025
How Agentic Reflex Loops Might Make AI Scalable, Faster, and Cheaper

Agentic Reflex Loops are lightweight AI subsystems that handle routine tasks instantly, reducing LLM load and latency. Inspired by human reflexes, they enable fast,…

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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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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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