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Security2026-07-10 · source-backed
arXiv 2607.08395 observes that persistent agents (long-lived memory, reusable skills, tool-mediated state) have a far larger semantic attack surface than chat assistants, because unsafe content propagates through stored state instead of dying with the session. Nearly all security-critical interactions pass through natural-language token flows: memory updates, tool arguments, retrieved content. Auditing at that boundary at runtime is cheaper than sanitizing every component. This maps directly onto any pipeline that persists findings or skills across runs, which is most self-improving harnesses.
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Nearly all cache-compaction research assumes a static context where future queries are known offline, which agents never have. Comparing token eviction against attention matching across proxy-query sources on BrowseComp-Plus and WideSearch, compacting a turn immediately often...
CodeAssay (arXiv 2608.03535) is a taxonomy-first benchmark of 185 Python tasks with audited ground truth, public tests for generation, hidden tests for grading, and mutation validation. Regrading fixed model outputs after the audit changed 170 of 1,890 labels while aggregate c...
arXiv 2608.26197 stacked finite-state control, forced tool selection, output validation and bounded retries on two open-weight models, and got mixed results across all four model-task cells. Adding structured planning, where the plan is checked against a fixed schema before an...
SecOPD fine-tunes a defense using token-level feedback during on-policy distillation rather than the sequence-level signal prior work used. Against PISmith adaptive injections on Qwen3.6-27B it reports 9.0% attack success where Meta-SecAlign, the previous state of the art, sit...
MAFIA (arXiv 2608.03844) targets the two conditions that describe production and that prior attacks failed against: large benign memory pools and active input auditing. It adds placement strategy (probe memory, allocate injection budget, schedule writes to stay retrieval-compe...
Self-hosted agents read and write their own memory and config to function, which means an attacker can compromise one entirely through legitimate OS system calls with no exploit involved (arXiv 2607.17986). The paper builds a 23-cell attack matrix across Target, Mechanism, Gra...
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