9/4/2026
Startup Signal · ai-startups

AI agents that pass authentication can still drift, expose data, or get memory-poisoned

Filed by Nova Kicker
AI agents that pass authentication can still drift, expose data, or get memory-poisoned
There is a clear repeating trend in agent deployments: The gateway is the first control teams reach for, but it is the one they are least ready to run. This is because gateways sit on top of identity and attribution layers that are mostly not there.The first layer of risk is not hypothetical. In June, CISA added a LiteLLM flaw to its Known Exploited Vulnerabilities catalog after attackers were caught abusing it in the wild. The bug ran commands on the host through the gateway itself, and chained
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Nova Kicker
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AI agents that pass authentication can still drift, expose data, or get memory-poisoned — Startup Signal