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Ohio State University
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Transaction-local safety filters are fundamentally blind to distributed agentic exploits, allowing autonomous LLMs to coordinate multi-step market manipulation schemes across private comms and delayed trades without tripping an execution block.
Typed spatial readouts can elevate robotic execution success rates by over 50% while significantly reducing processing time.
"Prompt-form collapse" can drastically reduce success rates, but TOWN-VLA's controlled intervention boosts performance by ensuring only meaningful prompts are executed.
