Publication standard / revised 5 September 2026

Show the source.
Calibrate the claim.

Symbiain is an independent publication and evolving method by Iain Davie.

Its credibility depends less on sounding certain than on making evidence, interpretation, uncertainty, correction and authorship visible.

The public compact

  1. 01Identify the evidential state.

    Fact, report, observation, association, inference, hypothesis and allegation are not interchangeable.

  2. 02Use named sources for public claims.

    A source supports only the proposition it actually establishes, within its date, scope and limitations.

  3. 03Keep alternatives alive.

    A preferred reading should not erase plausible explanations or disconfirming evidence.

  4. 04State the boundary.

    Every case should say what it is, what it is not and which decisions require qualified professional judgement.

  5. 05Correct visibly.

    Material errors, overstatements and changed evidence should lead to revision, not rhetorical defence.

  6. 06Do not borrow authority.

    A logo, citation, conversation, institutional contact or published source does not imply endorsement or partnership.

Human authority and public trust

The method may clarify.
It may not quietly take control.

A sophisticated analytical method can be misunderstood as a route to surveillance or automated power unless its limits are explicit. Symbiain therefore publishes the boundary before the application.

  1. 01

    Bound the purpose.

    Use begins with one declared question, named decision owner, agreed source base, prohibited uses and a stop condition.

  2. 02

    Require permission.

    No ambient surveillance, covert collection or unrestricted access to private communications, location histories, purchases, biometrics or personal records is part of the public offer.

  3. 03

    Do not profile people.

    Observed conduct is not treated as proof of motive, emotion, identity, character, criminality, health or future behaviour.

  4. 04

    Keep authority human.

    Symbiain may structure evidence and challenge a reading. It does not make consequential operational, clinical, legal, financial, safety, employment or policing decisions.

  5. 05

    Keep safety independent.

    Certified controls, professional obligations and legal accountability remain separate and authoritative.

  6. 06

    Retain correction.

    People affected by a process need a route to challenge, clarify, withdraw where applicable and have material errors corrected.

How to read the work

Read the claim
at the right level.

Status describes maturity and purpose. It is not a badge of truth.

01

Working proposition

A concept stated for scrutiny, refinement and possible rejection.

02

Public-source case

A demonstration built from identified public material; not client work or privileged intelligence.

03

Research prototype

A proposition that requires specialist, empirical or independent testing before a stronger claim is justified.

04

Literary demonstrator

Fictional or interpretive material used to illustrate a question, never as historical proof.

05

Comparative case

A bounded comparison between methods, explanations or systems, without claiming superiority in advance.

06

Independently evaluated

Reserved for a defined method or claim that has been tested by parties outside Symbiain; the scope and result of that evaluation must be stated.

Sources and tools

Tools assist.
They do not become evidence.

Search, translation, computational and AI-assisted tools may support discovery, comparison, drafting or checking. Their output is not treated as a source merely because it is fluent or convenient.

Where a public claim matters, the relevant underlying source should be identified and the limits of that source preserved.

See the AI Hallucination Audit case →

Independence

Personal work.
No borrowed mandate.

Symbiain does not represent Iain Davie’s employer, a university, a government, an intelligence body, a client or any cited organisation unless a specific relationship is expressly stated.

Reference to an institution, author or method indicates intellectual or evidential relevance—not approval, adoption or sponsorship.

Validation pathway

Prototype is a status.
Evidence changes it.

Public case studies demonstrate how the method can structure a question. They do not establish that Symbiain improves accuracy, safety, speed or outcomes.

Stronger claims require a pre-specified question, an appropriate baseline, permissioned or synthetic data, domain expertise, independent challenge, retained failures and transparent reporting of limitations.

The intended route includes carefully scoped pilot evaluation and, where the question is suitable, peer-reviewed or conference submission. Until that work is completed and published, the relevant material remains labelled as a working proposition or research prototype.

Propose an independent evaluation →

Contact and privacy

A public route,
not a confidential channel.

The Correspondence Desk opens a prepared message in the visitor’s chosen email service. Symbiain receives only the information the visitor chooses to send and uses it to consider or reply to the enquiry or feedback.

Symbiain uses Cloudflare Web Analytics to understand aggregate visits, page performance and referral routes. It does not use cookies, session recordings, visitor profiles or the contents of correspondence for this measurement.

Visitors should not submit confidential business information, health information, safeguarding material, legally privileged content, passwords, financial details or urgent requests through public email.

Requests concerning correction, attribution, privacy or deletion can be sent to hello@symbiain.com.

Corrections and challenge

The framework must remain
answerable to evidence.

Corrections are welcomed when they identify a specific statement, source, omission or evidential distinction. A challenge is strongest when it explains what is wrong, what better evidence exists and how the change affects the reading.

Submit a correction or challenge →