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Kanerika AI blog banner for Diffusion Model vs GAN vs VAE vs Flow Matching, showing glowing AI letters on a digital chip-style background.

Diffusion Model vs GAN vs VAE vs Flow Matching: A Production Deployment Guide

Most generative AI architecture guides read like a competition. Diffusion wins on quality. GANs are obsolete. Flow matching is the future. These rankings are easy to write and nearly useless for engineering decisions. GANs, VAEs, diffusion models, and flow matching were each built for a different job. The right choice depends on the constraints of the system being built. That

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Agentic AI Companies

Top 10 Agentic AI Companies Leading Enterprise Automation in 2026

In February 2026, Salesforce closed its 22,000th Agentforce deal and processed 771 million Agentic Work Units in a single quarter, a 57% increase over the previous period. That number reflects how fast enterprises across financial services, healthcare, manufacturing, and logistics have moved from evaluating agentic AI companies to running production deployments. According to Gartner, by the end of 2026, 40%

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blockchain

Blockchain Technology: Key Advantages and Disadvantages in 2026

Most enterprises that evaluate blockchain hit the same wall. The technology sounds compelling on paper, but when they get to implementation scoping, the architecture decisions get hard fast. Which type fits their use case? What are they actually trading off? The enterprise blockchain market reached $12.77 billion in 2025, but around 60% of organizations still cite regulatory uncertainty and interoperability as

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Crystal Reports to Power BI migration

Crystal Reports to Power BI Migration: From Legacy Complexity to Modern Analytics

SAP’s end-of-life timeline for Crystal Reports is no longer theoretical. Crystal Reports 2016 support ended on December 31, 2024, and Crystal Reports 2020 reaches end of maintenance on December 31, 2026 . For organizations running either version, this directly impacts long-term reporting strategy and accelerates the need for Crystal Reports to Power BI migration. After these dates, there are no

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