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Poniak Times, Poniak, Copyright, The Poniak

Poniak Times

"Your Gateway to Innovation and Insight"

  • Or check our Popular Categories...
    AI AgentsArtificial IntelligenceBusinessInterest RatesTechnology
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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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Technology News
Microsoft’s MAI Initiative: Pioneering In-House AI with MAI-Voice-1 and MAI-1-preview, Microsoft in-house models.
  • August 29, 2025
Microsoft’s MAI Initiative: Pioneering In-House AI with MAI-Voice-1 and MAI-1-preview

Microsoft has taken a bold step in its AI strategy by unveiling two in-house models: MAI-Voice-1 for expressive speech generation and MAI-1-preview for efficient…

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Technology Research Hub
JEPA: A Predictive Alternative to Generative AI, Novel Architecture, World Models
  • August 29, 2025
JEPA: A Predictive Alternative to Generative AI

JEPA, or Joint Embedding Predictive Architecture, is a new self-supervised learning framework that predicts abstract representations instead of generating raw data. Proposed by Yann…

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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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Technology
Small Language Models: The Future of Agentic Artificial Intelligence, SLMs vs LLMs
  • August 24, 2025
Small Language Models: The Future of Agentic Artificial Intelligence

Large language models like GPT-5 are powerful but expensive to run at scale. This article explores why Small Language Models (SLMs) are the smarter…

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