AI ethics evidence index Search
Source-linked daily record
Evidence record 3875 · automatically gathered

Symbolic Reasoning Frameworks Trigger Memory-Mediated Ecosystem Dynamics in Multi-Agent LLM Systems

Large language models exhibit a risk-averse "turtle" bias as strategic agents. We show that injecting a symbolic reasoning framework as a per-round reflective prompt into one agent acts as a small perturbation whose consequences are not per-decision but emergent: the agent's risk posture is unchanged in isolation, yet over a campaign of accumulating memory and multi-agent interaction the conditions settle into distinct, condition-associated winner ecosystems. In a 7-player Warring States Diploma

Record details

Published: 22 May 2026
Source: arXiv
Category: Research
Topics: Bias & fairness · Agents & autonomy
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

A measurement substrate for agentic Kubernetes operations: Methodology and a case study in retrieval-compounding falsification

arXiv · 21 May 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Incentive-Aligned Vehicle-to-Vehicle Energy Trading via Nash-Integrated Multi-Agent Reinforcement Learning

arXiv · 21 May 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

APS: Bias-Controlled Adaptive Prototype Simulation for Population-Scale LLM Agents

arXiv · 19 May 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

A Policy-Driven Runtime Layer for Agentic LLM Serving

arXiv · 26 May 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

Examining Agents' Bias Amplification versus Suppression in Multi-Agent Systems

arXiv · 27 May 2026

Shared topic: Bias & fairness · Shared topic: Agents & autonomy

GTA: Generating Long-Horizon Tasks for Web Agents at Scale

arXiv · 28 May 2026

How to cite this record

ethics.ai (22 May 2026), “Symbolic Reasoning Frameworks Trigger Memory-Mediated Ecosystem Dynamics in Multi-Agent LLM Systems,” evidence record 3875, https://ethics.ai/record/3875 (originally published by arXiv).

JSON

Use and limitations

This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.