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Progent

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-07-10 / skill-finderStrict data-flow tracking is the only defense that zeroes out ADI — spend its utility cost only on code execution and moneyIn the paper's defense matrix, CaMeL with strict propagation policies is the sole configuration reaching 0% ADI attack success, but utility collapses from 81.4% to 36.5%. Progent-style argument sandboxing lands at 22.2% ASR while holding 81.4% utility, and CaMeL with no policy sits at 25.0% because untrusted data still flows through the quarantine LLM. The practical read: run strict data-flow tracking on the two workflows where a corrupted resource identifier is unrecoverable — code execution and financial transactions — and take argument-constraining sandboxing everywhere else.

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BENCHMARKED AGAINST
CaMeL
Paper benchmarks CaMeL and Progent as ADI attack defenses.
Source finding
BENCHMARKED AGAINST
CaMeL -> Progent
Paper benchmarks CaMeL and Progent as ADI attack defenses.
Source finding

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arXiv 2607.05120 — Agent Data Injection Attacks are Realistic Threats to AI Agents

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