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One photo of a finished math worksheet → a graded page in 0.24 s, on CPU, with human-in-the-loop escalation for anything ambiguous.
"Alexa, check my kid's homework" — a photo becomes a graded page in 0.24s via OpenCV 5 + Strands, results read back by voice, follow-up booked on the spot.
A Strands Agents SDK agent orchestrating five OpenCV tools: photo of a math worksheet in, graded page in 0.24s — and it never guesses about a child's work.
One photo of a math worksheet gets graded in 0.24s — then CALL-E phones the parent with the results and books the review session. Vision meets a real phone call.
