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Poniak Times

Poniak Times

"Your Gateway to Innovation and Insight"

  • 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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AI & Technology Insights

Model Routing in AI Systems: Why One LLM Is Not Enough

  • Poniak Research
  • May 2, 2026
Model Routing in AI Systems: Why One LLM Is Not Enough
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Nvidia’s AI Infrastructure Dominance and What It Means for Startups

  • Poniak Research
  • May 2, 2026
Nvidia’s AI Infrastructure Dominance and What It Means for Startups
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The Oscars Draw a Line on AI: Why Human Authorship Still Matters in Cinema

  • Poniak Research
  • May 1, 2026
The Oscars Draw a Line on AI: Why Human Authorship Still Matters in Cinema
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Reliable RAG Systems: Source Credibility Weighting in AI Search

  • Poniak Research
  • May 1, 2026
Reliable RAG Systems: Source Credibility Weighting in AI Search
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AI Agents: How to Build, Scale, and Monetize Commercially Viable Solutions in 2026

  • Poniak Research
  • May 1, 2026
AI Agents: How to Build, Scale, and Monetize Commercially Viable Solutions in 2026
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Build a LangGraph AI Research Agent and Monetize It

  • Poniak Research
  • April 30, 2026
Build a LangGraph AI Research Agent and Monetize It
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