Why it matters
It walks builders through a real multi-model pipeline end to end, showing how scraping, video understanding, and LLM synthesis are stitched together in a working agent stack rather than described abstractly.
The tokenmaxxing angle
The workshop's layered pipeline (scraper, TwelveLabs Pegasus/Marengo for video, Gemini for synthesis, Claude Sonnet for chat) is a concrete case study in multi-model routing and where token spend accumulates per layer.
From the organizers
Workshop builds a Meta Ad Library competitor-intelligence tool using Apify scrapers, TwelveLabs Pegasus 1.5 and Marengo 3.0, Gemini, and a Claude Sonnet-powered video chat interface.