ReMIND

AI-powered requirements conflict resolution through multi-agent dialectical negotiation. Built on research from QUARE and ArgRE.

Based on RE 2026 & IEEE ACCESS MVP — Early Preview

What is ReMIND?

ReMIND (Requirements conflict resolution through Multi-agent Intelligent Negotiation and Dialectics) is a tool that helps software teams detect and resolve conflicting requirements before they become costly downstream problems.

It uses multiple AI agents — each representing a different quality concern (safety, efficiency, trustworthiness, etc.) — to systematically surface conflicts and negotiate balanced solutions through structured argumentation.

MA

Multi-Agent Negotiation

Quality-specialized agents debate requirements from different stakeholder perspectives.

CR

Conflict Detection

Automatically surfaces cross-quality conflicts that are hard to catch manually.

FA

Formal Argumentation

Resolves disputes through structured dialectical protocols, not implicit aggregation.

Why ReMIND?

Most AI-based requirements tools stop at summarization or classification. ReMIND goes further — it resolves conflicts with traceable reasoning.

Typical AI Tools
ReMIND
✗ Single LLM prompt, black-box output
✓ Multi-agent negotiation with role separation
✗ Detects conflicts but no resolution
✓ Full closed-loop: detect → argue → resolve
✗ No formal guarantees on reasoning
✓ Backed by formal argumentation frameworks
✗ Ad-hoc prompt engineering
✓ Peer-reviewed at CORE A venue & SCIE journal

Research Foundation

ReMIND is built on peer-reviewed research published at top venues:

QUARE: Quality-Aware Requirements Analysis through Multi-Agent Dialectical Negotiation

RE 2026 (34th IEEE International Requirements Engineering Conference) · CORE Rank A

ArgRE: Formal Argumentation for Conflict Resolution in Multi-Agent Requirements Negotiation

IEEE ACCESS · SCIE, IF=3.6