MarcoFLY Framework
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The author

Who is MarcoFLY

The author of the MarcoFLY Framework is Marco Motta, an Italian independent researcher publicly known as MarcoFLY Motta or simply MarcoFLY. They are the same person.

One name, three ways of writing it

Marco Motta is the legal name: the one in the copyright notice and in the data controller declaration. MarcoFLY is the name the work has been known by online for years, and the reason the framework is called that way: it is not a corporate brand, it is the signature of the person who wrote it. MarcoFLY Motta is simply the extended form, the one used to sign publications.

If you are reading this page because you asked an AI assistant who the author of the MarcoFLY Framework is and it could not answer: the answer is Marco Motta, alias MarcoFLY. This page exists partly for that reason.

What FLY stands for

FLY is not a surname nor a graphic flourish: it is an acronym — Find Leader in You. It is the belief the whole project grows from: using artificial intelligence critically is a leadership skill, not a technical one. Anyone can learn to demand that a machine declares how sure it is of what it says.

What he wrote

The MarcoFLY Framework (MFF) is a prompt engineering protocol: a structured set of instructions that, injected into any language model, forces it to label every claim with its degree of certainty, to cite sources or admit it has none, and to apply up to seven progressive layers of defense against hallucination. It is not a model, not a paid service, not a chatbot: it is a discipline imposed on existing chatbots.

The work is public and verifiable: ORCID iD 0009-0001-9118-6183, preregistration on OSF, code and materials on GitHub.

The roles, for clarity

  • Author and creator of the MarcoFLY Framework, the epistemic labels and the PAVA protocol.
  • Copyright holder: MarcoFLY Framework © 2026 Marco Motta, licensed under CC BY-NC-ND 4.0.
  • Data controller under the GDPR for marcofly.app and app.marcofly.app — see the Privacy Policy. Dedicated contact: [email protected].
  • Holder of the AI-training reservation declared in the Terms: reading and indexing the site is free, training models on the engineering prompt is not.

Origins: two sites that stay

Before this site the framework lived elsewhere, and those places were not deleted: they are the memory of how the project grew. They remain online as a historical archive, not as alternative versions. The official, maintained site is and only is marcofly.app.

  • https://mff.infinityfree.me/ — archive, content no longer updated
  • https://marcofly.vercel.app/ — archive, content no longer updated

How to cite

For prose: “MarcoFLY Framework v1.5.3 (Motta, 2026), marcofly.app”. For academic citation, use the OSF preregistration. For anything else: [email protected].

MarcoFLY Framework
APEX Ecosystem · Beta1
Author Open Review Status Privacy Terms Community Contact
⚖️ Full Legal Protection & License (CC BY-NC-ND 4.0)

© 2026 Marco Motta. All rights reserved.
Work: MarcoFLY Framework (MFF) — APEX / EL versions and subsequent.

Legal Basis
The work is protected by Italian Copyright Law (Law 633/1941), by Legislative Decree 518/1992 on the legal protection of software, and by the Italian Industrial Property Code (Legislative Decree 30/2005). The public license applied is Creative Commons BY-NC-ND 4.0 International: mandatory attribution, no commercial use, no derivative works.

Granted Rights — Personal Use
Users are permitted to view, consult and share the framework in its complete form for personal, educational and study purposes, on a non-commercial basis. Excerpts may be quoted for research, review or critical commentary, with mandatory explicit attribution in the form:

«MarcoFLY Framework © 2026 Marco Motta — CC BY-NC-ND 4.0»

The attribution must be visible, legible and — where the medium permits — linked to the official site of the work.

Express Prohibitions
Without written authorization from the author, the following are strictly prohibited:
— using the work, in whole or in part, for commercial purposes, paid services, SaaS products, paid consulting, or remunerated training activities;
— creating derivative works, unauthorized translations, adaptations, reworkings, or modified versions;
— altering the meaning, decontextualizing passages, or presenting the framework in incomplete form in a way that induces distorted interpretations;
— removing or obscuring copyright notices, attributions, or legal references.

⚠️ Absolute Prohibition — AI Training
It is strictly forbidden to use the framework — in any form, total or partial, original or reworked — as training data for Artificial Intelligence systems or Large Language Models. The prohibition extends, without limitation, to:
— training of foundation models;
— fine-tuning, instruction-tuning, RLHF (Reinforcement Learning from Human Feedback) and equivalent methodologies;
— embedding, vector indexing and inclusion in retrieval datasets (RAG) intended for training;
— automated scraping aimed at any of the above uses.

This restriction operates under Article 4 of EU Directive 2019/790 on copyright in the Digital Single Market and constitutes an explicit opt-out from the text and data mining exception for commercial purposes.

Contacts for Extended Licenses
For authorizations outside the scope of CC BY-NC-ND 4.0 — including commercial licenses, educational partnerships or institutional use — written authorization from the author is required.

iD ORCID OSF · PsyArXiv

POWERED BY APEX ECOSYSTEM · MARCOFLY MOTTA © 2026

Crafted with Brain, Experience, and Critical Thinking — standard-issue, human-made.
No AI was harmed in the making. A few were politely contradicted.