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Research, Analysis, and Founder Perspective
Technical explainers and primary-source data on AI cheating tools, exam integrity failures, and network-layer security.
Topics: AI Cheating · Exam Integrity · Guide · Network-Layer Security · Comparison · Proctoring · Buyer's Guide · Company News · Awards · Certification Fraud · Detection · Technical · DNS · Architecture · Session Security · Credentials
Why Ephemeral Session Isolation Beats Persistent Agents in Exam Security
Persistent endpoint agents are always present, always a target, and always collecting data. Here is why session-scoped, gateway-enforced isolation is the right model for modern exam security.
Akshay AggarwalWhy Browser-Based Proctoring Fails Against AI Cheating
Browser-based proctoring monitors your screen. AI cheating happens at the network layer. Here's why these two threat models don't meet, and what detection actually requires.
Divya BhanushaliCertification Proxy Rings Are Selling Credentials for $200
Pay-after-pass services will sit any online certification exam for you. Platforms can't tell the difference. Here's how the fraud works, and what a verifiable credential actually requires.
Akshay AggarwalHow AI Cheating Detection Actually Works: A Technical Overview
From DNS-layer blocking to local LLM filesystem scans, here is what a real AI cheating detection stack monitors, and why each layer matters.
Divya Bhanushali