<?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/943e8284807e4dfa86dcad76a9f44a8d&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/bf1ac718-8286-46a0-b00d-3747ff801422/d11c0ee4-fe9d-45f7-ac87-0a36b57df973/sessions-thumbnails-943e8284807e4dfa86dcad76a9f44a8d-5c710c8fc0bf9edb.gif/binary?authToken=eyJraWQiOiJtaWNyb3MtZ3JvdXAvdGRwLW9zLWFyY2hldHlwZS9hb3RqMWZ2bjhlZmV0a2pjIiwiYWxnIjoiUlMyNTYifQ.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.fToelpH4s4L5P-_1oUaJVfanuuq08BfVSXPkNCoV8X_i7POn1BZNRZcqiB5ksqdqdnqN7dOJ7eX7120EOdBbq0Xdo8tPri2ciYxlzu4OgCHcrJ5Zynwd4JndmolA7JZkZyXyukSaujY4sZfQlI4F0YXLg4Oy_jGqLBOx2c8gSMeJBUxRf5cnc_9ju6can1sWp5NC3Bq5XUX-_42FJOIRuV9MI3P-3htpvp7THHpcUvTrO6K_4HAgm9ew0ZlYeVm_NnBD0d2qtH-emJ9hqnJlM2OTDfwHCMHLhs4-c0N51sdt0ccXDgXfnIA7CxostFkzZ93OcTbshND4TeyRilxBfw&amp;Expires=1788687243&amp;Signature=omZGIUsfHF9huKHo4JkfB74q0ztT6m-Uu9%7EOrXC2VsDKiAXplp-2fACUd%7EYXpPsob5e8LrCmRE6GoQFcTRGKbL0KVipkogsKb2aKaWYMy%7E9o5Da0%7EUgvumzWwQu28VIuGNnkkOq9lu0fH7CXqSrmy-r%7EIVvPAecRtaF-id6d2chSwr9SJUIjbupjYR2ZMgJKKFyYuUt%7EuMVYwsSMrHWW2BtJD6vfGyzuMTIm1FXg18mo023xkZY4HgTGRVwL6XdPI95SnqB2jCY00ZJ5hijEprTecX%7EvFai2oZ2lxqaX2LHXDfmQco0huyXTJGQfREon-TmT5veuwj2xcLiWeimRLw__&amp;Key-Pair-Id=KQOSYIR44AIC0</thumbnail_url><duration>120</duration><title>Citizen Evidence Challenge Workflow for Traffic Notices</title><description>This Loom explains how a citizen side evidence and resolution layer helps verify traffic notices before any official action. It describes an evidence engine that keeps the challenge, vehicle record, and enforcement image separate, using deterministic rules at runtime to evaluate synthetic cases and avoid mismatched conclusions. The interface shows each field’s value, source visibility, and confidence, and editing any observation clears previous results so stale recommendations are never reused. It also emphasizes that if the plate is blurry or the alleged offence area is missing, the system abstains rather than inventing certainty.</description></oembed>