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Defense-in-Depth for OAuth Redirect URIs to Prevent Authorization Code Interception
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
Warmup Whiplash From Frequent Gmail and Microsoft 365 Alias Changes
Products

Warmup Whiplash From Frequent Gmail and Microsoft 365 Alias Changes

Frequent Gmail and Microsoft 365 alias changes can fragment engagement signals, causing identity drift and unstable inbox placement.

Sophia6 min read
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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.
Benchmarking LLM Answer Stability for Websites and Detecting Response Flips
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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