<?xml version="1.0" encoding="UTF-8"?><oembed><type>video</type><version>1.0</version><html>&lt;iframe src=&quot;https://www.loom.com/embed/96011174432c4429ad1bc22331fdce4b&quot; frameborder=&quot;0&quot; width=&quot;1668&quot; height=&quot;1251&quot; webkitallowfullscreen mozallowfullscreen allowfullscreen&gt;&lt;/iframe&gt;</html><height>1251</height><width>1668</width><provider_name>Loom</provider_name><provider_url>https://www.loom.com</provider_url><thumbnail_height>1251</thumbnail_height><thumbnail_width>1668</thumbnail_width><thumbnail_url>https://cdn.loom.com/os/loom-media-content/loom/8b1d1a9f-5146-47bb-b274-7ffa8b8fea88/7799eb47-ee32-4468-b6b3-43bba4356230/sessions-thumbnails-96011174432c4429ad1bc22331fdce4b-7ab94f9eab75b302.gif/binary?authToken=eyJraWQiOiJtaWNyb3MtZ3JvdXAvdGRwLW9zLWFyY2hldHlwZS84ZG5xamZxNGNrNDRsMW5oIiwiYWxnIjoiUlMyNTYifQ.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.WdHoVyhcrsv7G3A6uFI6OI1jjHU3UX9-JV-0dws0bHqejrpMkdgym72VLeKiazBFAp2IX7iMs5j-LmuLWIRcxuiouS_NZSO4xNjwluExLbp0Hm1fa7IE1882KnkV8PVmDrJbT2GTArSxO5iBw3pRg2Q0lx3wJS5QNM9F4OU88Q4suTe0GDNRWUkZfmozHM5IEX0znk3l16eACqy7A509vuMXFtDhYvWQf3e0I_pHAIQYEzHcxeM6G-dz59z2lA-BZxQ0WMPpiDa_W1WJUWN2cP_13mTUsB7dmzdPUXbF8KM36DxXXJe7TUpoQ2aevAlZ1K4ckG5WJXCDtom5okM4gw&amp;Expires=1793997441&amp;Signature=RkjuO%7EFWQEo%7EbTgfc-cGbpexcjIeJuwn5V6Yhnol9XaQAl52mRfCaSdJvO3vuPTZkb%7EbXFeeuDyBVzhHZ4wIYfnSiC7uFe0OCFSqcG4UgwgaHxpqZogirqx-2RlPN-EzZYzYT4Y4hrbVV9jFD9kIXxU3w1bxYgrD1U6ZT1xvQ8PkF267nT1fXUrluIDlxyo2fAsLkYVJe831BxCPZcOdyDB1d4uXrk4ay%7ES6XpTsXxKw51URAi9eMWY3R3eHqhYC3Ly%7EGEgNacugQKB-vZGChH5amrXiq%7EUQhLAADRWmJlRV9ofjgQas4pnKp4JLIswGQyU87QBeWG6rPWvmEFUnUg__&amp;Key-Pair-Id=KQOSYIR44AIC0</thumbnail_url><duration>124.326</duration><title>Sully: Agent Driven London Waste Management</title><description>This Loom explains Sully, an agent-based waste management system meant to address London streets’ odor caused by inefficient human-run waste processes. It describes deploying an incident event such as the Brick Lane food market, where Sully dispatches trucks to collect waste, and Mike provides a macro view after analyzing results to generate policies for Sully. Policies include prioritizing organic market bins to prevent buildup and staging electronic response units beside markets to speed up the process. The video also notes that operational data is validated using Pydantic in Python, and decision services run via Modal serverlessly, including metrics like bin fill levels, capacities, and temperatures, plus vehicle and facility types and hazard waste.</description></oembed>