Slide 27 of 27
CompleteSlide 27
Complete
LLM10:2025 Complete
You’ve covered all 5 parts, read the real incidents, and tested yourself.
What unbounded consumption is — in plain English and in OWASP’s definition
The six resource types at risk: tokens, compute, memory, bandwidth, quota, and budget
Denial of Service vs. Denial of Wallet — what’s different and why DoW is harder to detect
Why request-count rate limiting alone is insufficient — and what token-aware limits look like
All 4 attack types: context window flooding, denial of wallet, reasoning loop exploitation, model extraction
Sourcegraph API abuse (August 2023): leaked admin token, 2 million API calls, rate limits slashed site-wide
Nasr et al. repeated-token attack (2023): sustained generation causes behavioral divergence and runaway token consumption
Proof Pudding (CVE-2019-20634): model extraction via systematic probe queries against Proofpoint’s email filter
All 6 mitigation categories — what OWASP says, how real incidents showed the gap, how to do it right, how to validate
The attack vs. control coverage matrix — which ceiling stops which attack
Review from beginning
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