The regulation requires you to know the risk profile of every engagement before you walk in. One to two days of preparation makes that impossible. Engine v1 changes that -- processing the documentation, surfacing the risk signals, and letting you audit what actually matters.
Your Narrative, Mapped.
A quiet space for people who are ready to understand, not just manage.
In physics, remanence is the quiet charge that remains in a material long after the external force is gone. In human terms, it is the original blueprint that survives every pressure, expectation, and hardship you have carried.
You share your story in your own words, at your own pace. From there, your narrative is mapped across three quiet layers: how your daily reality and physical rhythms carry the weight of your days; how family, culture, and early systems shaped your instincts and boundaries; and what your unspoken patterns are trying to protect you from, and what they are pointing toward.
Using a structured, AI-assisted mapping process, a clear, grounded dossier of your patterns is reflected back to you. This is not a report to read once and file away. It is a living mirror. Most clients need about four guided follow-up conversations to fully absorb what comes up and begin shifting in a sustainable way. More sessions can always be added at your pace.
Share as little as you are comfortable with. You can always add more later. You can type, speak, or upload a document. There is no right or wrong way to begin.
Give what feels right. There is no minimum. If this map has offered you something of value, a contribution helps sustain this work.
Guided 1:1 sessions, follow-ups, and personalised restorative advisories go deeper than the initial map. To book, upload your completed report so that the session can be prepared specifically for you.
Courses built from practice, not theory. GxP auditing, AI governance, ethical leadership, and AI literacy for every age.
From AI audit intelligence for GxP-regulated organisations to holistic health technology and EU regulatory policy. Tools built from practice, not theory.
ICH GCP E6(R3) introduced a legal obligation that most audit programmes cannot currently meet: genuine risk-based auditing requires knowing the risk profile of an engagement before it begins. That means processing and synthesising volumes of documentation in a preparation window that has not changed in 30 years.
Melvyn Rapprecht has been a GxP auditor for over 30 years. Engine v1 was built to solve a problem he encountered directly, repeatedly, and saw no credible solution to -- until AI made it possible to process what a human auditor cannot process alone in the time available.
All OpenAI-based Auditing GPTs will be retired by the end of this week, as the validated QA Engine system comes fully online. For licensing enquiries, contact Melvyn Rapprecht: mrapprecht@2dyles-services.com.
Research, commentary, and practical guides across GxP quality, AI governance, regulatory policy, and education. Articles span from 2022 to 2026.
Research conducted independently, outside the GxP and AI governance domains. These projects sit at the intersection of consciousness science, information theory, ancient knowledge systems, and cosmology.
ORCID: 0009-0001-1566-3603
MCAF proposes a quantifiable framework for evaluating consciousness across biological, artificial, and hybrid systems. Grounded in information theory, dynamical systems, network science, and neuroscience, it defines consciousness as a graded property emerging when informational integration exceeds inflection points and oscillatory vibrational states align. The framework yields falsifiable predictions and a clear path for parameter estimation across human, animal, and artificial systems.
Published on bioRxiv: BIORXIV/2025/678474 • Four supplementary papers accompany the main manuscript (S1: Extended Rigor; S2: IQRIFT Conceptual Precursor; S3: Anomalous Phenomena; S4: Nested and Collective Consciousness) • Affiliations: 2Dyles Services; Visiting Lecturer, University of Amsterdam
The conceptual and philosophical precursor to MCAF. The Integrated Quantum Relational Information Field Theory (IQRIFT) proposes that consciousness is the interpretive field through which information as a substrate becomes lived experience. Intent, fields, and time are treated as co-equal elements of reality alongside matter and energy. IQRIFT is explicitly exploratory and is retained as a hypothesis-generating framework rather than an empirically validated model.
Working paper, 2024. Available on request.
This paper advances a third interpretive framework for the Phaistos Disc, beyond the two dominant positions of script and art. The Disc is reframed as a mnemonic aide-memoire: a visualised cycle designed to cue oral transmission of agricultural, ritual, protective, and maritime governance responsibilities in Minoan Crete. Statistical analysis of oblique stroke placement and thematic clustering across both sides supports the dual governance hypothesis. Comparative parallels include the Inca quipu, Aboriginal songlines, Native American winter counts, and medieval European memory wheels. Accompanied by an analytical supplement with full dataset, Python-based analysis, and results.
Published on Academia.edu. Peer community reviewed. Submitted for journal review. AI-assisted analysis acknowledged (GPT-5, DeepSeek, Manus.ai); all interpretive decisions remain the responsibility of the author.
These works are independent of 2DS commercial activities. They reflect a sustained personal interest in the nature of consciousness, information systems, knowledge transmission, and the deeper questions that sit at the boundary of science and philosophy. Collaboration and peer dialogue on any of these topics is welcome.
All feedback is read personally. It shapes how this work develops.
Some people build careers. Melvyn Rapprecht has been building something harder to name -- a body of work that keeps asking what systems are actually for, and whether the people inside them are being served or consumed by them.
He trained in medicine before moving into pharmaceutical quality assurance, a field he has worked in for over thirty years across every major continent. More than three hundred audits. Every GxP domain. Investigator sites, CROs, laboratories, QMS programmes, computerised systems, pharmacovigilance, and increasingly, artificial intelligence. He held senior quality leadership roles within global pharmaceutical organisations, including years at Roche where he led audit functions spanning more than eighty countries, before establishing his own practice.
In 2003 he co-founded Adamas Consulting -- a name chosen for what it means in its oldest sense: steadfast, unyielding, of the hardest substance. A quality assurance firm built on the premise that genuine compliance is not a performance for inspectors but a commitment to the people at the end of the process.
What connects his work across these domains is not versatility in the conventional sense. It is a specific habit of mind: when a problem resists solution from within its own field, he looks for the answer in another. That instinct has produced novel frameworks, proprietary architectures, and approaches that did not previously exist in any of the disciplines they draw from.
2Dyles Services takes its name from Freddie Dyles, whose approach to leadership, mentorship, and community engagement shaped Melvyn's own. The name is a tribute as much as a brand -- a way of carrying forward an ethos of service that has nothing to do with commercial positioning.
He founded 2Dyles Services to bring that ethos to the intersection of GxP practice and artificial intelligence. The GxP AI Auditing Engine addresses a structural problem that ICH GCP E6(R3) made impossible to ignore: risk-based auditing requires pre-audit intelligence that the conventional preparation window cannot produce. The Engine processes what an auditor cannot process alone in the time available, and places the human auditor where their judgement is actually needed.
His work in education reflects a parallel conviction: that learning designed for an average learner serves no actual learner well. The sixteen courses on the 2DS Knowledge Hub integrate adaptive AI coaching, ranging from advanced GxP auditing to ethical AI literacy for parents, students, the elderly, and educators. A nomination for the UN Commission Ethical AI in Education Award in 2025 recognised the reach of that work across audiences well outside the pharmaceutical sector.
Remanence represents a different kind of crossroads. Thirty years of working inside complex systems -- watching how data gets missed, how risk gets managed on paper rather than in practice, how the person at the end of the process can disappear inside the machinery -- has left him with a question that audit frameworks cannot answer. What does a person actually need when the system has not served them? Remanence is not a diagnostic tool. It is a structured, guided process for understanding the patterns that have shaped a life -- the biographical, the somatic, the relational. The premise is that there is more to a human situation than the empirical scientific framework typically acknowledges, and that understanding this wider picture is not mysticism but a different, and necessary, form of rigour.
His research interests extend well beyond professional boundaries. He has published on the multidimensional nature of consciousness -- proposing a quantifiable framework that bridges information theory, neuroscience, and complex systems science -- and on the Phaistos Disc, which he argues is not an undeciphered script but a mnemonic governance device encoding Minoan agricultural and maritime cycles. These are not peripheral interests. They reflect the same pattern of thinking: looking at how systems carry knowledge, how that knowledge is validated, and what happens when the structure breaks down.
He is a Visiting Lecturer at the University of Amsterdam. His work has been published on bioRxiv. He holds ORCID 0009-0001-1566-3603.
A note on what this biography does not say. It does not describe a smooth ascent. It does not mention that some of the most significant work produced under the 2DS name was conceived during a period of sustained personal difficulty -- because that is not the kind of detail a professional biography typically carries. But it is worth knowing, for anyone who works with him, that the output did not stop. Whether that represents resilience or compulsion is a question he is still working out.
For Remanence enquiries, Engine v1 commercial discussions, innovation and policy collaboration, or anything else.
Available for training delivery, guest lectures, consultancy engagements, advisory roles, and general enquiries about 2DS services.
For Remanence sessions, please use the Remanence booking form above.
None of this work existed in a vacuum. There were people who stood by me when I could not stand by myself -- who questioned, challenged, and stayed, even when I had lost faith in my own direction. I do not take that lightly. I will carry it always.
To my brothers and sister, and to the friends who proved themselves in the difficult years rather than the easy ones -- thank you. In hard times you learn who your people are. I know who mine are.
And to my mother, my little niece, and my nephew -- you were the anchor. That is not something I can adequately put into words, so I will simply say it plainly: thank you for being there.