#jailbreaking

A wall of steel incident case-file drawers in a bright archive room, one drawer pulled open mid-search with its tagged folders fanned and one folder still rising clear of the rail, a corkboard incident timeline visible beyond

Ten Failure Modes That Define Deployed AI Safety Systems

Refusal training, content classifiers and red-team programs are not proof a deployed system is safe. They are ten separately documented ways such systems keep failing, each with its own paper trail and its own cause.

By Brecht Corbeel · August 12, 2026 · 14 min read

A rack-mounted input/output classifier appliance caught half-seated on its rails inline with the live API traffic patch panel, one patch cable not yet terminated

Foundation Models

The Safeguards Behind a Claude Refusal, and What They're Actually Trading Off

Every refusal passes through a trained policy, a classifier, account monitoring, and a capability-gated release process — four thresholds, each trading missed misuse against blocked legitimate use, documented in Anthropic's own safeguards and RSP filings.

By Brecht Corbeel · August 11, 2026 · 18 min read

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