From f7d11cec3e9a02e6aedcbcb030310f3fc8429730 Mon Sep 17 00:00:00 2001 From: Milena Rmus Date: Tue, 28 Apr 2026 12:15:52 -0700 Subject: [PATCH] Note ML model only runs on Desktop sessions Co-Authored-By: Claude Opus 4.7 (1M context) --- how-it-works.mdx | 2 +- using-the-dashboard.mdx | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/how-it-works.mdx b/how-it-works.mdx index 74242ee..d8e3b23 100644 --- a/how-it-works.mdx +++ b/how-it-works.mdx @@ -5,7 +5,7 @@ sidebarTitle: 'How it works' The Roundtable Proof-of-Human API provides continuous bot and fraud prevention without adding friction for your users. We solve this by combining two independent signal streams: -1. **Behavioral analytics** analyze user interaction patterns such as typing cadence, mouse velocity, scroll rhythm, and touch gestures. A machine learning model evaluates these signals together to detect automated agent behavior. +1. **Behavioral analytics** analyze user interaction patterns such as typing cadence, mouse velocity, scroll rhythm, and touch gestures. A machine learning model evaluates these signals together to detect automated agent behavior. The ML model only runs on Desktop sessions (Windows, macOS, Linux). 2. **Device & network intelligence** checks for virtual machines, VPNs, datacenter ASNs, headless browsers, and similar flags. These streams feed real-time models that generate a single risk score that continuously updates throughout the user session. diff --git a/using-the-dashboard.mdx b/using-the-dashboard.mdx index fb71c9d..928d25c 100644 --- a/using-the-dashboard.mdx +++ b/using-the-dashboard.mdx @@ -14,7 +14,7 @@ Click on `Sessions` in the left-hand navigation bar to see a table of all record - **Status** – Live or Complete, depending on whether there was any user activity within the last 30 minutes Biometric checks -- **Agent behavior** – An ML model detected patterns across biometric data consistent with automated behavior +- **Agent behavior** – An ML model detected patterns across biometric data consistent with automated behavior. The ML model only runs on Desktop sessions (Windows, macOS, Linux). - **Programmatic typing** – The user enters text in an extremely consistent way, consistent with programmatic entry - **Teleporting mouse** – The user's cursor jumps large distances with no intermediate movement - **No corrections** – A large amount of text is entered without any backspaces or correction events