arXiv Brief — 2026-10-05
A persistent focus on LLM multi-agent security and defensive frameworks, alongside developments in hardware trojan synthesis and IIoT attack surfaces.
A persistent focus on LLM multi-agent security and defensive frameworks, alongside developments in hardware trojan synthesis and IIoT attack surfaces.
A new fast pointer nullification defense against UAF, resolving decompilation distortions with FidelityGPT, FirmAgent applying fuzzing to assist LLM vulnerability discovery, and FirmCross analyzing C-Lua hybrid firmware.
A review of Google Jules’s agent architecture, capabilities, and vulnerabilities to prompt injection based on public security research and unofficial internals documentation.
An exhaustive architectural exploration of System 2 AI, process reward modeling, inference-time compute scaling, and the evolution of verifiable reasoning in large language models.
New frameworks for testing multimodal synergy, bounding execution claims with receipts, and identity-bound governance mechanisms for agents.