Public research, publications and project evidence. Each work has its own sources, status and limitations.
Custom GPT Guide v1.2
An author-published guide to modular custom GPT systems, communication interfaces, iteration and resource management. Its recommendations are methodology, not a certification of security or production performance.
Guide to Building Custom GPT Systems
Version 1.2
Roble Mumin
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January 15th, 2025
Abstract
This comprehensive guide outlines a detailed framework for designing and building a
custom GPT system. It covers methodologies for modularity, scalability, standardization,
and integration of advanced techniques such as Cognitive Communication Interfaces
(CCIs), Input-Output Cycles, and Iterative Development. The guide also highlights best
practices for ensuring security, ethical compliance, and efficient resource management,
with applications in Agent AI workflows, Retrieval-Augmented Generation (RAG) designs,
and dynamic reasoning systems. Practical examples, implementation guidelines, and
workflows are provided to support seamless adoption and scalability in diverse contexts.
Contents
1 Purpose of This Guide 4
1.1 Defining the Objective . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4
1.2 Target Audience . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5
1.3 Core Focus Areas . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5
1.4 Why Build a Custom GPT? . . . . . . . . . . . . . . . . . . . . . . . . . 6
1.5 Summary . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6
2 Introduction 7
2.1 Why Create a Custom GPT? . . . . . . . . . . . . . . . . . . . . . . . . 7
2.2 Challenges and Opportunities . . . . . . . . . . . . . . . . . . . . . . . . 8
2.3 The Importance of a Structured Approach . . . . . . . . . .…
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Each category shows a different face of the same method. Research threads feed papers; papers consolidate into long-form works; applied studies prove the pipeline on real problems.