Dev turns a 15-page paper into an interactive course with Kimi K3.1 Pro in 10 minutes

Arindam_1729 · x · 2026-11-06

A developer built an open-source app, Paper → Interactive Explainer, on launch night of Kimi K3.1 Pro on Nebius. Paste an arXiv link or PDF and Kimi reads the full text plus figure pages in one request (1M-token context: 15 pages, 39,667 chars, no chunking or vector store), designs a 6-section lesson plan, writes the page via 7 parallel calls against a shared design contract, then headless Chrome scrolls and drags every slider to test it, with Kimi patching failures. The cited Nebius post notes K3.1 Pro scores near Opus 5.5 on Terminal-Bench 4.0.

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