Principle 01
Observe Before Interpreting
Record what occurred before assigning meaning to what occurred.
Observation should be preserved separately from interpretation whenever possible.
Reality is often lost when conclusions replace observations.
Publication Information
| Document | Care Design Public Standard 001 (CDS-001) |
|---|---|
| Title | Reality Preservation Standard™ |
| Version | 1.0 |
| Status | Public Draft |
| Publication Year | 2026 |
| Author | Jessicah Fowler |
| Organization | Care Design |
This publication represents a proposed public standard for preserving reality as information moves through human systems. It is intended to support discussion, implementation, and future refinement across industries.
Contents
CDS-001 · Reality Preservation Standard
Preamble
This document was created from a simple observation.
Modern institutions increasingly make decisions from representations of reality rather than reality itself.
As information moves through reporting systems, technology platforms, organizational structures, performance metrics, governance models, and artificial intelligence systems, reality can be preserved, clarified, distorted, simplified, misinterpreted, or lost.
Throughout my career, I have worked across direct patient care, healthcare operations, technology, data, organizational transformation, and artificial intelligence initiatives. Despite the differences between these environments, I repeatedly observed the same pattern: the greatest challenges were often not caused by a lack of intelligence, technology, effort, or resources. They were caused by gaps between what people believed was happening, what was being reported, and what was actually occurring.
As organizations become increasingly dependent upon data, automation, analytics, algorithms, and artificial intelligence, the consequences of these gaps become larger. Technology does not operate on reality. Technology operates on representations of reality. When those representations are distorted, the resulting decisions often become distorted as well.
This standard was created to establish foundational principles for preserving reality as information moves through human systems.
It is intended to support leaders, operators, educators, technologists, healthcare professionals, researchers, policymakers, analysts, and anyone responsible for collecting, interpreting, communicating, governing, or acting upon information.
The goal is not perfect information.
The goal is reducing unnecessary distortion between reality and representation.
The goal is reducing unnecessary distortion between reality and representation.
Because reality cannot be managed if it cannot first be preserved.
CDS-001 · Reality Preservation Standard
Purpose
Human systems rely on information to make decisions.
Organizations collect observations, document events, generate reports, create metrics, establish policies, and increasingly train artificial intelligence systems from the resulting information.
As information moves through these processes, reality can be preserved, clarified, distorted, simplified, misinterpreted, or lost.
The purpose of this standard is to establish principles for preserving reality as information moves from lived experience into human decision-making systems.
This standard is intended for use across healthcare, dentistry, education, government, technology, finance, customer service, social services, research, artificial intelligence, and any environment where human decisions depend upon information.
The goal is not perfect information.
The goal is minimizing unnecessary distortion between reality and representation.
The goal is minimizing unnecessary distortion between reality and representation.
CDS-001 · Foundational Principle
Foundational Principle
Every system operates on a representation of reality.
The quality of decisions is limited by the quality of that representation.
When reality is distorted, decisions become distorted.
When distorted decisions are scaled through technology, automation, policy, or artificial intelligence, the consequences compound.
Reality Preservation Principles
Principle 02
Separate Facts from Conclusions
Facts describe what can be directly verified.
Conclusions describe what someone believes those facts mean.
Both may be valuable. They should not be treated as the same thing.
Principle 03
Preserve Context
Events rarely occur in isolation.
Context frequently determines meaning.
Without context, information may remain technically accurate while becoming practically misleading.
Principle 04
Document Uncertainty
Not all information is known.
Not all observations are complete.
Not all conclusions are certain.
Uncertainty should be documented rather than concealed. Unknown is often more truthful than assumed.
Principle 05
Preserve Deviations
Organizations often document intended processes while overlooking actual processes.
Workarounds, exceptions, manual interventions, and informal behaviors frequently reveal important realities.
Deviation is information.
Principle 06
Preserve Human Intent
Actions alone do not fully describe reality.
Human motivations, constraints, fears, incentives, and objectives often influence outcomes.
Intent should be preserved when relevant and observable.
Principle 07
Distinguish Absence from Negation
Missing information does not necessarily indicate a negative finding.
A lack of evidence is not equivalent to evidence of absence.
Systems should clearly distinguish between: No, Unknown, Not Observed, and Not Applicable.
Principle 08
Flag Potential Distortions
Potential distortions should be identified whenever discovered.
Examples include incentive-driven reporting, ambiguous language, conflicting records, missing context, reporting delays, copy-forward documentation, and metric substitution.
Distortions should be visible even when they cannot immediately be resolved.
Principle 09
Preserve Source Visibility
Whenever possible, organizations should maintain visibility into original observation, interpretation, transformation, and reporting layer.
The further information travels from its source, the greater the risk of distortion.
Principle 10
Do Not Convert Human Experience into Artificial Certainty
Many human realities are nuanced, evolving, incomplete, or subjective.
Systems should resist pressures to convert uncertainty, complexity, or ambiguity into unwarranted certainty.
False precision creates false confidence. False confidence creates poor decisions.
CDS-001 · Diagnostic
The Reality Preservation Test
Before information is stored, reported, shared, automated, modeled, or used to train artificial intelligence systems, ask:
- What reality is being represented?
- What information may have been lost?
- What assumptions were introduced?
- What uncertainty remains?
- What context is required for accurate interpretation?
- What incentives may have influenced the information?
- How far removed is this representation from the original reality?
Technology does not operate on reality.
Technology operates on representations of reality.
The future effectiveness of institutions, organizations, governments, and artificial intelligence systems will depend not only on the quality of their technology, but on the quality of the reality those technologies receive.
Reality cannot be managed if it cannot first be preserved.
Document History
Version Control
| Document | Care Design Public Standard 001 (CDS-001) |
|---|---|
| Title | Reality Preservation Standard™ |
| Version | 1.0 |
| Status | Initial Public Release |
| Author | Jessicah Fowler |
| Organization | Care Design |
| Publication Year | 2026 |
Change Log
| Version | 1.0 |
|---|---|
| Description | Initial public release of the Reality Preservation Standard. |