ReAct

Prior framework for synergizing reasoning and acting in LLM agents, foundational to agent harness concept

Neighborhood — ranked by edge-count

paper

thinker

Shunyu Yao
studies
Author of ReAct framework for synergizing reasoning and acting in LLM agents

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Stress Responseconcept0.820
Feedbackconcept0.812
The mechanism by which each step's effect is evaluated against the life of the whole, guiding the unfolding.
Responsivenessconcept0.801
Requirement that answers to questions be responsive as well as truthful; requires knowing that questioner will know the answer after receiving it.
REINFORCEframework0.781
Classical RL algorithm adapted by the paper with modifications including clipped-surrogate losses and length-normalized advantages for agentic training.
Stressconcept0.780
Defined as discrepancy between current and optimal state; key driver of homeostatic action and intelligence across all systems.
Surpriseconcept0.779
The negative log probability of sensory samples; minimized by free energy.
answer.querymethod0.777
An Elephant action of answering a query.
processesconcept0.774
Represented by boxes in process theory; transformations that take systems as inputs/outputs