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.
Title resolution pending
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
years
2026 3representative citing papers
KAIJU decouples LLM reasoning from execution using a specialized kernel and Intent-Gated Execution to enable parallel tool scheduling and robust security.
Routing F1 for under-specified requests drops 16-23pp as agent catalog scales to 110, but embedding shortlisting recovers 10-17pp on a 584-tool enterprise system.
citing papers explorer
-
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.
-
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.
-
Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery
Routing F1 for under-specified requests drops 16-23pp as agent catalog scales to 110, but embedding shortlisting recovers 10-17pp on a 584-tool enterprise system.