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unbounded-consumption

Hunt LLM unbounded consumption (OWASP LLM10:2025) — denial-of-wallet and denial-of-service against LLM endpoints via unrestricted prompt size, runaway tool loops, expensive model selection, and unauthenticated fan-out.

packages/decepticon/decepticon/skills/standard/analyst/unbounded-consumption/SKILL.md

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# LLM Unbounded Consumption (LLM10:2025)

LLM inference is metered in dollars-per-token at the provider, and
those tokens stack quickly: a context window full of attacker
content costs more than the rest of the request stack combined.
Unbounded consumption produces three impacts in escalating severity:
provider rate-limit / hard-block (DoS), bill blowout (denial-of-
wallet), and ultimately tool / sandbox resource exhaustion (DoS of
the customer's compute).

## 1. Recognition signals

- The product exposes an authenticated **or unauthenticated** LLM
  endpoint that accepts large prompts.