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Poniak Times, Poniak, Copyright, The Poniak

Poniak Times

"Your Gateway to Innovation and Insight"

  • Or check our Popular Categories...
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Technology
AI-Ready Data: The Bedrock for Sustainable AI Progress in 2025, Sovereign Data Pipeline, PoniakLabs, Poniak, PoniakTimes
  • September 12, 2025
AI-Ready Data: The Bedrock for Sustainable AI Progress in 2025

AI-ready data ensures accuracy, fairness, and compliance. Discover why curated, high-quality data is the foundation for sustainable AI progress in 2025. In the rapidly…

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Technology Blog
AI semantic memory architectures: knowledge bases, RAG, SALM
  • September 8, 2025
AI Memory Frontiers: Exploring Semantic Memory Architectures (Part 2)

Explore how semantic memory powers AI in 2025 — from knowledge bases and RAG to frontier systems like GraphRAG, SALM, and multimodal models Consider…

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Technology Blog
Diagram of Memp framework procedural memory architecture for AI agents (2025)
  • September 7, 2025
AI Memory Frontiers: Procedural Memory with Memp (2025)

Memp (2025) equips AI agents with procedural memory, boosting efficiency, adaptability, and lifelong learning across benchmarks like TravelPlanner & ALFWorld. The advancement of artificial…

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Technology
The Sovereignty Dividend: AI Infrastructure as Global Power
  • September 5, 2025
The Sovereignty Dividend: AI Infrastructure as Global Power

Nations are in a digital arms race over AI infrastructure—controlling data pipelines, compute, and models. Sovereign systems like Switzerland’s Apertus and India’s AIRAWAT deliver…

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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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