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Articles

Expert materials on artificial intelligence, machine learning and innovative AI-based solutions for marketing, business development and digital transformation.

01Nov 20, 2025

Why Your Vector Search Returns Nothing: 7 Reasons and Fixes

Vector search returning zero results? Learn the 7 most common causes—from embedding mismatches to distance thresholds—and how to fix each one quickly.

02Nov 19, 2025

How to use multimodal AI for document processing and image analysis

Learn when multimodal AI models that process both images and text deliver better results than text-only models, and how businesses use vision-language models for document processing, visual quality control, and automated image analysis.

03Nov 18, 2025

Cloud vs On-Premise AI: Security and Cost Comparison for Healthcare and Enterprise

Real-world analysis of cloud versus on-premise AI infrastructure costs and security trade-offs, including a case study of a Swiss hospital that reduced AI operating costs by 95% while strengthening data security through strategic migration.

04Nov 17, 2025

How to Train Non-Technical Teams on AI Tools That Actually Work

Most AI training programs fail because they focus on theory instead of practical application. Learn the proven framework for training non-technical teams on generative AI tools like Claude, Cursor, and agentic systems—with implementation strategies that drive real adoption.

05Nov 14, 2025

Prompt Compression: Making Context Windows Work for You

Learn how prompt compression techniques reduce AI costs by 50-80% while improving response times and maintaining accuracy. Practical implementation strategies for production systems.

06Nov 13, 2025

How many reasoning steps do AI agents need for optimal performance

Learn how to optimize AI agent reasoning loops for production systems. Practical guidance on determining optimal step counts, preventing infinite loops, and balancing agent autonomy with performance based on real implementations.

07Nov 12, 2025

What Is Particula Tech? AI Development Company Explained

Learn what Particula Tech does, how we help businesses implement production-ready AI systems, and whether our AI development and consulting services fit your company's needs.

08Nov 11, 2025

How to Update RAG Knowledge Base Without Rebuilding Everything

Learn practical strategies for updating RAG systems efficiently. Discover incremental update patterns, delta indexing, and metadata versioning techniques that avoid costly full rebuilds.

09Nov 10, 2025

AI Skills Gap: Should You Train Staff or Hire New Talent?

65% of organizations abandoned AI projects in 2025 due to skills gaps. Learn when to train staff vs hire talent, and how tools like Claude Sonnet 4.5 and Cursor are changing the game.