Engagement Process (EP) decouples actions and observations as independent event streams over time within a POMDP structure to explicitly model temporal dynamics in agent interactions.
Asyn- chronous tool usage for real-time agents
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AsyncFC decouples LLM decoding from function execution via symbolic futures, enabling overlap and parallelism to reduce end-to-end latency on function-calling benchmarks while preserving accuracy.
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Concurrency without Model Changes: Future-based Asynchronous Function Calling for LLMs
AsyncFC decouples LLM decoding from function execution via symbolic futures, enabling overlap and parallelism to reduce end-to-end latency on function-calling benchmarks while preserving accuracy.