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Applied AI·August 5, 2026·1 min read

Are we vibe coding our way to a new legacy crisis?

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If AI-assisted “vibe coding” ships unreviewed glue code into production, you’re not killing technical debt — you’re compounding it with harder-to-reason-about systems. Leaders should tighten code review, logging, and ownership around AI-generated changes now, before the next legacy crisis is baked in.

Applied AI

Developers in Africa are increasingly choosing Chinese open-source AI models over US models, saying they are downloadable, easier to customize, and much cheaper

African teams building tools like Sunflower on Chinese open-source models because they’re cheaper and easier to customize is a concrete shift in AI soft power. If you’re a US or European model provider, local language support, offline access, and permissive licensing are no longer nice-to-haves in emerging markets — they’re the entry ticket.