HydraPoT routes honeypot commands across mixed LLM agents to cut cost
A case-study policy cut cloud-processed tokens by 72.6% and cost by 3.7x, with under 5% runtime overhead.
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A case-study policy cut cloud-processed tokens by 72.6% and cost by 3.7x, with under 5% runtime overhead.

AI performance costs are falling faster than any previous technology, with 47% quarterly and 13x annual drops in average costs.

Dark Reading warns unbounded AI-agent consumption, sixth on OWASP's LLM Top 10, can drive runaway enterprise costs.
Attackers used a stolen METR API key for three weeks, burning $600,000 in AI model credits before the abuse was stopped.
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