Building a real-time AI tutor for 5-year-olds

Developers are building a real-time AI tutor for young children, emphasizing the need for sub-second latency to maintain engagement. The team notes that standard LLM tool-use patterns are too slow for effective pedagogy, requiring a custom architecture.
We set out to build the first AI tutor to teach math and reading to kids ages 4-9. For AI to actually teach a five-year-old, pedagogy must be baked into the engineering. A child can't wait for a slow reply, can't read a chat interface, and can't unhear anything a model gets wrong. We wanted to share some of the learnings that shaped our architectural decisions building a real-time AI tutor.
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