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Business
Defense-in-Depth for OAuth Redirect URIs to Prevent Authorization Code Interception
Defense-in-depth for OAuth redirect URIs using edge validation, strict allowlists, and PKCE enforcement to stop code interception.
Sophia
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Routing plus a durable state machine prevents AI-to-human ping-pong across email, chat, and WhatsApp with clear ownership rules.

Products
Benchmarking LLM Answer Stability for Websites and Detecting Response Flips
A practical guide to benchmark LLM answer stability, detect response flips from small edits, and instrument your site for debuggability.
Sophia
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