gnosis4d

Map queries across four epistemic dimensions to categorize uncertainty.

2|1|Updated Oct 18, 2025

Search Tags:#ai #framework #uncertainty #epistemic #response #knowledge-mapping #four-dimensional

Ready to run

npx skills add https://github.com/MushroomFleet/DJZ-Claude-Skills --skill gnosis4d

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: gnosis4d
Source: https://github.com/MushroomFleet/DJZ-Claude-Skills/tree/main/source/Gnosis4D
Command: npx skills add https://github.com/MushroomFleet/DJZ-Claude-Skills --skill gnosis4d

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It provides a systematic method to handle complex uncertainty by categorizing knowledge across four epistemic dimensions, ensuring honest and precise AI responses.

Core Features & Use Cases

Four-Dimensional Mapping: Assess queries on awareness, content, knowability, and ability.
Epistemic Categorization: Classify statements into 16 distinct categories for tailored responses.
Decision Protocols: Guides AI to distinguish between "I don't know", "I can't know", and related nuances.
Use Cases: Managing ambiguous customer queries, handling verification limits, respecting authorization constraints, and improving epistemic honesty in AI assistants.

Quick Start

Invoke Gnosis4D by asking Claude to map your question across the four dimensions and respond according to the identified epistemic category.

Frequently Asked Questions about gnosis4d

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How does epistemic mapping handle AI uncertainty for complex queries?▼

Epistemic mapping handles AI uncertainty by categorizing complex queries across four dimensions: awareness, content, knowability, and ability. This framework classifies statements into 16 distinct categories to generate honest, precise responses tailored to specific knowledge limitations.

How do I map a query across four epistemic dimensions to clarify verification limits?▼

To map a query across four epistemic dimensions, ask Claude to assess your question's awareness, content, knowability, and ability. The framework then identifies the correct epistemic category to distinguish between verification limits, authorization constraints, and actual knowledge gaps.

What is the difference between I don't know and I can't know in AI knowledge categorization?▼

In AI knowledge categorization, I don't know indicates a lack of awareness or content, while I can't know reflects verification limits or authorization constraints. The four-dimensional framework uses decision protocols to distinguish these nuances and respond accurately.

Do I need prior knowledge of the four-dimensional framework to use epistemic mapping?▼

Yes, using epistemic mapping requires understanding of the four-dimensional framework and the ability to articulate responses aligned with specific epistemic categories. This prerequisite ensures you can properly interpret the 16 categorized outcomes for complex queries.

When should I use four-dimensional epistemic mapping for managing ambiguous queries?▼

Use four-dimensional epistemic mapping for managing ambiguous queries that require precise knowledge categorization, verification limits, or authorization constraints. It is specifically designed for complex questions where standard AI responses lack epistemic honesty.