What data formats does this skill support?

The skill primarily works with RDF (Resource Description Framework) and Turtle syntax to represent cognitive structures and ontological relationships between mental entities.

How does this skill improve AI explainability?

It creates a traceable chain of reasoning where every action is linked to a specific intention, which in turn is justified by underlying beliefs and perception-based world states, making the AI's logic auditable.

Can I use this for multi-agent systems?

Yes, it is designed for multi-agent coordination by providing a shared semantic framework for communicating and tracking mental states across different agent platforms.

What is a BDI architecture?

BDI (Belief-Desire-Intention) is a software model for developing rational agents that mimic human reasoning by balancing current beliefs about the world, desired goals, and committed intentions.

BDI Mental State Modeling

Name: BDI Mental State Modeling
Author: guanyang

byguanyang

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124

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Data Science & ML

Transforms external RDF context into formal Belief-Desire-Intention (BDI) mental states for advanced cognitive agent reasoning.

The BDI Mental State Modeling skill empowers Claude to implement rational agency by structuring knowledge into formal cognitive architectures. By mapping RDF triples to beliefs, desires, and intentions, it enables agents to perform deliberative reasoning, maintain explainable logic chains, and coordinate complex multi-agent interactions. This skill is essential for developers building neuro-symbolic AI systems, semantic web applications, or autonomous agents that require high levels of traceability and temporal awareness in their decision-making processes.

Key Features

01Logic Augmented Generation (LAG) for LLM constraint and validation

02Automated generation of explainable reasoning chains and justifications

03Temporal tracking and validity intervals for persistent mental states

04Bidirectional RDF-to-Mental-State transformation (T2B2T)

05Formal BDI ontology mapping for Beliefs, Desires, and Intentions

06124 GitHub stars

Use Cases

01Building autonomous agents with formal cognitive architectures

02Developing multi-agent systems with semantic interoperability

03Enhancing AI transparency through traceable mental state modeling

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add guanyang/antigravity-skills bdi-mental-states

For use in Claude.ai and ChatGPT

Download Skill