Why architecture matters here

Abuse detection fails on missing IR + false positive fatigue. Architecture matters because signal + action + review + governance compose.

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The architecture: every piece explained

The top strip is signals. Request stream. Usage anomaly. Jailbreak signatures. Rate + budget alarms.

The middle row is action. Content policy. Ban / suspend. Reputation score. IR runbook.

The lower rows are ops. Analytics. Governance. Ops — SLA + audit + external reporting.

LLM abuse detection — usage anomaly + jailbreak signatures + rate + ban + IRcatch bad-actor patterns fastRequest streamuser + IP + orgUsage anomalysudden spike / patternJailbreak signaturesknown payloadsRate + budget alarmsquota exceededContent policyharmful outputsBan / suspendgraduatedReputation scoreuser + IP + orgIR runbookplaybook per classAnalyticstrend + attack surfaceGovernancefalse positive reviewOps — SLA + audit + external reportingdetectactscorerespondanalyzereviewreviewoperateoperate
LLM abuse detection: signals + graduated response.
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End-to-end flow

End-to-end: user's request pattern shifts to jailbreak signatures. Rate spikes. Detector flags. Graduated response begins: rate limit, then suspend, then ban. Reputation score drops. IR runbook logged.