<?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/666e7f0150e0447e82de6a6357413b74&quot; frameborder=&quot;0&quot; width=&quot;1920&quot; height=&quot;1440&quot; webkitallowfullscreen mozallowfullscreen allowfullscreen&gt;&lt;/iframe&gt;</html><height>1440</height><width>1920</width><provider_name>Loom</provider_name><provider_url>https://www.loom.com</provider_url><thumbnail_height>1440</thumbnail_height><thumbnail_width>1920</thumbnail_width><thumbnail_url>https://cdn.loom.com/os/loom-media-content/loom/d34d85a2-5751-4750-9a9a-8932d3e1edec/605ec3aa-45d5-4c9b-b2d3-966d8d4cd8cb/sessions-thumbnails-666e7f0150e0447e82de6a6357413b74-26cd61eebf00e0f1.gif/binary?authToken=eyJraWQiOiJtaWNyb3MtZ3JvdXAvdGRwLW9zLWFyY2hldHlwZS9iOW5jNGxsMTMwYXUzYjduIiwiYWxnIjoiUlMyNTYifQ.eyJicyI6Imxvb20tbWVkaWEtY29udGVudCIsImF1ZCI6InRkcC1vcy1hcmNoZXR5cGUiLCJuYmYiOjE3OTIyMDg2OTIsInRpIjoiNTgyNTJkOGItNzY5MS00MzUxLTk5NDAtNTM0ZmZiYTY2Y2Q2IiwiYWRpIjoibG9vbS9sb29tIiwiaXNzIjoibWljcm9zLWdyb3VwL3RkcC1vcy1hcmNoZXR5cGUiLCJwaWQiOiIxZjE3ZWI2Zi03MGVmLTQ4MTAtYjgzYy02NzcxMWM1MzBhMDgiLCJ3YSI6ImZhbHNlIiwib2lkIjoic2Vzc2lvbnMtdGh1bWJuYWlscy02NjZlN2YwMTUwZTA0NDdlODJkZTZhNjM1NzQxM2I3NC0yNmNkNjFlZWJmMDBlMGYxLmdpZiIsImV4cCI6MTc5MjIwOTI5MiwiaWF0IjoxNzkyMjA4NjkyLCJqdGkiOiIwNTFlMGNhYi1mYmJiLTQzOWQtYTM4My0yNjg1MzUxNjUyNTEifQ.MxnqHz2ZTTRcbKNqKpLK8dmay2J-6JkYhvKa9qJJIpnh6iwYZxf7fCsFhEvsre2oUXexRljA6mqJsEFspP70ZhwhE4EJF1TOaa3bFwVpF25RPXXckpwbBxHwAWTv49xDBKS_2SW4r0bI8I9t-BRTzDyVmLqpUM9RbMYgwnRl6dr7SpufjJp8VG9U3XeKw2bAeyoLS2UwrOM-I4zXfNBJczHEkHxuPiH_8cqCc9LPK-XfCGx8eM9q9QbXLrTqhc4DAjGSBhsDGpk0hP9TQScRr22T7EHjxy3vX0JXXLU63I3Q52Cno8b3H8bhdTZlPfJhqEQD3KYecQmrObl8CDhPKA&amp;Expires=1792209292&amp;Signature=eAxYn3GzdKy5nDldIGigo9N30xSZQKJ11Frh16cpN%7EMbVrWrjHYjwTJ-lPShYiV1f4-qvhilKzmNAGjeqLVQqm0wJ04HSoPh89QdhkjRYDr6Tf6baWxbAnxS1wXpuxFk8fzcwod5CGr34nLnt2Gn7goVP1dWPbfR15lGrOmcy6PMOXaBWkMGiCeiZfiRCRV66yDuRh3eo2FlEA40LOXVfe-TPl3%7EdGturUNKXcmG94FgZNoMlgzMQExN%7Ed1-QGl%7ErO1OK6tK1X0RK5kWrb18axNgfGELxWR4ZtbeSQY4lqWaLnViIRTLJQsITEJaSMGGM7DSrO8AHFeYH8cQCGtV-w__&amp;Key-Pair-Id=KQOSYIR44AIC0</thumbnail_url><duration>97.545</duration><title>AI Assisted Workforce Proposal Validation and Tracking</title><description>This Loom demonstrates an AI-assisted planning prototype that generates and validates staffing proposals. Using 24 months of data, it creates a proposal to hire 2 engineers from 1-7 and shows before and after metrics, such as increasing employees from 14 to 16, along with changes in beta and m2. The system lets you accept or reject the proposal using a calculation engine that updates values. It also traces how a beta value is computed from assumptions. If the underlying data is changed, it flags the proposal as stale and prompts generating a new one.</description></oembed>