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Poniak Times

Poniak Times

Decoding AI and Emerging Tech

  • Or check our Popular Categories...
    AI AgentsArtificial IntelligenceAudiosBusinessHealthInterest RatesLifestyleMusicTechnologyTravelVideo
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…

QLoRA in 2025: The 4-Bit Fine-Tuning Revolution for Large Language Models
  • 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…

Reinforcement Learning with Human Feedback(RLHF): Aligning AI with People
  • 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…

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…

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…

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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Technology

Open-Weight AI Models: Meta and NVIDIA Make a Powerful New Push

  • Poniak Research
  • October 17, 2026
Open-Weight AI Models: Meta and NVIDIA Make a Powerful New Push
Global AI

Character.ai Files for Bankruptcy Protection as Disney Offers $20 Million for an IP License

  • Poniak Research
  • October 15, 2026
Global AI Insights

Dyna-2.1: Bringing Robots Closer to Practical Workplace Autonomy

  • Poniak Research
  • October 14, 2026
Dyna-2.1: Bringing Robots Closer to Practical Workplace Autonomy
AI & Technology Insights Technology

Agentic AI Search: NVIDIA Research Measures the Cost of Better Retrieval

  • Poniak Research
  • October 13, 2026
Agentic AI Search: NVIDIA Research Measures the Cost of Better Retrieval
Technology

Microsoft Execution Containers: Safer AI Agent Execution

  • Poniak Research
  • October 12, 2026
Microsoft Execution Containers: Safer AI Agent Execution
Global AI

Why Musk Wants to Rename SpaceXAI to SpaceXSI-and What It Really Means

  • Poniak Research
  • October 10, 2026
Why Musk Wants to Rename SpaceXAI to SpaceXSI-and What It Really Means
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