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Harshul Asnani

The next phase of LLM development: Why the future of sovereign AI will be multilingual by design

Diversity Languages India

Hacker with malware code in computer screen. Cybersecurity, privacy or cyber attack. Programmer or fraud criminal writing virus software. Online firewall and privacy crime. Web data engineer.

The first wave of large language models (LLMs) transformed how the world interacts with technology. In just a few years, generative AI moved from experimental labs to boardrooms, powering enterprise copilots, digital assistants, and intelligent automation at scale.

Yet beneath this rapid progress lies a structural limitation that is becoming increasingly visible as AI adoption expands globally: most foundational models are built around an English-first architecture.

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