PTR framework profiles a workflow upfront then executes it deterministically with bounded verification and repair, limiting LM calls to 2-3 while outperforming ReAct in 16 of 24 tested configurations.
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KAIJU decouples LLM reasoning from execution using a specialized kernel and Intent-Gated Execution to enable parallel tool scheduling and robust security.
citing papers explorer
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Profile-Then-Reason: Bounded Semantic Complexity for Tool-Augmented Language Agents
PTR framework profiles a workflow upfront then executes it deterministically with bounded verification and repair, limiting LM calls to 2-3 while outperforming ReAct in 16 of 24 tested configurations.
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KAIJU: An Executive Kernel for Intent-Gated Execution of LLM Agents
KAIJU decouples LLM reasoning from execution using a specialized kernel and Intent-Gated Execution to enable parallel tool scheduling and robust security.