AulaScout

AulaScout turns a REAL classroom photo + 16s voice note into a SEP-compliant 3-activity lesson plan + printable visual card in <90s. Built for maternal educators in Mexico (0-3 years) who spend 3-4h/week handwriting plans - my wife is one, and my IG @planeaciones.didacticas serves 15k+ teachers with same pain. Pipeline 100% Meta via https://api.meta.ai/v1: Voice Transcribe 1.0 (real m4a→wav PCM mono 16kHz, audioEncoding WAV uppercase, raw ES-MX transcription with repetitions preserved), SAM 3.1 (6 wooden_blocks, 4 low_shelf, 0 human labels, English concepts), Llama Spark 1.3 (3x 20min activities for 18-36mo, 3 attempts), Llama Image 1.0 (3-panel ficha 1920x1280 PNG 1.17MB). Verifiable demo: docs/examples/example-2-shelf.jpg (1200px, Pexels, no people) + nota_pexels.m4a (16.3s/145KB). Live on Cloud Run https://aulascout-demo-389771440223.us-central1.run.app (gunicorn 1 worker 8 threads, concurrency 10, 202 job_id + polling). 13 model calls, 84.7s, 17/17 tests, MIT, privacy-first, zero kids photos stored.