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  1. Global LLMs underperform in minority languages due to a lack of informal, local corpus data. Agnes AI leverages post-training on regional data to outperform competitors in Southeast Asian languages.

    Impact: Creates a defensible market position in regions where global players have low penetration, capturing a large, underserved demographic that values cultural and linguistic relevance.

    — from Agnes AI: Cost-Effective LLM Strategy for Emerging Markets · Tech Lead Journal· Feb 02, 2026