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Poniak Times

Poniak Times

Decoding AI and Emerging Tech

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

The 2025 State of Model Quantization: QLoRA, GPTQ, AWQ & Future Trends
  • August 10, 2025
The 2025 State of Model Quantization: QLoRA, GPTQ, AWQ & Future Trends

Quantization has shifted from a niche optimization to a core pillar of AI infrastructure—those who master it will shape the economics of LLM deployment…

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OpenAI’s Jalapeño Chip: Why the AI Chip Wars Just Got Real

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  • June 26, 2026
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AI Sovereignty: How India Can Build Its Future in Global Intelligence

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DiffusionGemma Explained: Google’s Text Diffusion Model for Faster Local AI

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