Symbiain Intelligence / evidence before judgement

Artificial
Representation.

A clearer picture before a consequential decision. Symbiain helps you separate what the evidence shows from what an account assumes—and see what still needs checking. AI works from that picture. People remain responsible for the decision.

Reality first.
Then inference.

New to Symbiain?

Start with the question
you have now.

A representation is the picture we build from records, observations and assumptions. Symbiain asks: does that picture fit the evidence, what is missing, and what would make us change it? Choose a way to begin.

Prefer to explore? Begin visual field training or browse the public casebook.

Try it here / fictional teaching case

A first impression.
A closer look.

Start with two dates. Make a first judgement if you wish, then open the records. Notice the difference between what happened and why it happened. This is an authored exercise, not a live AI test.

01 / The first picture

A delivery is late.
Who caused the delay?

Imagine you are reviewing a delivery. You see these two dates. What can you reasonably conclude?

  1. Required delivery · S112 June
  2. Recorded receipt · S317 June

Fictional records · June 2026 · The dates describe timing, not its cause.

Your first reading

No score and no sign-in. Your choice is held only in this page, not saved to an account or sent to Symbiain. Reset clears it.

Go one step deeper. Inspect five claims, introduce a new record and follow the changes without losing the earlier account.

Try the five-claim audit →

Have a question of your own? Start with a brief, non-confidential outline.

Discuss your question →Was anything unclear? Tell us.

A practical working output

The Representation
Card.

Not a dashboard and not a claim of certainty: a concise, inspectable account of what is being represented, what supports it, what remains open and what could change the judgement.

  1. 01

    Question

    What situation or decision is this account intended to support?

  2. 02

    Boundary

    Which time, place, people, systems and exclusions define the field?

  3. 03

    Evidence

    What was observed, measured, reported or sourced — and when?

  4. 04

    Framing

    Which labels, categories, assumptions and transformations shape the record?

  5. 05

    Alternatives

    What other account could still explain the available evidence?

  6. 06

    Revision

    What new evidence, outcome or contradiction would change the reading?

Human authority remains visible: a named person retains responsibility for scope, challenge, interpretation, approval, action and review.

See the method behind the card →

The experience behind the practice

From industrial decisions
to clearer reasoning.

Created by Iain Davie, whose experience in complex commercial and industrial environments informs Symbiain’s practical attention to evidence, conditions and consequences. Symbiain is an independent Artificial Representation and decision-integrity practice.

Meet the practitioner → · Explore a Decision Integrity Review →

Symbiain Intelligence · A one-minute introduction

Look closer.
Then see the whole.

A pattern becomes a person. A detail changes the wider view. Our new Open Constellation mark brings that movement of attention into focus.

An original Qingming-inspired illustration, with cinematic music and narrated reflection.

Explore the method
Read the film transcript

Welcome to Symbiain Intelligence.

A thousand lives.

A thousand connections.

Where do we begin?

Observe.

Look closer.

Behind every pattern, a person.

Beyond every first impression, a question.

Now, step back.

See the relationships.

Consider what the picture leaves out.

Clearer evidence.

Better questions.

Human judgement.

Open Constellation 01:00 · Sound and captions available

Symbiain in motion

A different way of looking.

Enter a story. Attend to a detail. See what changes when the picture opens out.

Literary showcases

Lily Bryte in elegant navy line art, holding her glasses against warm ivory with red and teal accents8:02

Literary showcases

Lily Bryte

A little elegance. A little subversion.

Meet Lily Bryte: cool under pressure, slightly amused and always watching. Iain Davie’s complete animated short-film pilot pairs bright line art and original jazz with three Symbiain field notes.

Watch the film
Donna beside a resonator in a finely drawn futuristic rainforest clearing1:50

Literary showcases

Seeds

A living field

Donna listens to a rainforest through a resonator. A futuristic literary film about attention, living systems and the possibility of connection.

Watch the film
Ai Li examines a luminous pattern beside a window overlooking New Capita’s futuristic spire1:50

Literary showcases

Algoveil

The pattern that shouldn’t be there

In New Capita, Ai Li notices an unfamiliar pattern. A science-fiction reading about systems, attention and a discovery that unsettles the familiar.

Watch the film
Two observers examine the same landscape scroll in a Chinese courtyard, drawn in navy on ivory1:16

Literary showcases

Art for War

Two observers. Another perspective.

Two observers can look at the same scene and understand it differently. An accessible visual interpretation of language, imagination and perspective.

Watch the film

Field studies

Explore all films, transcripts and credits ↗

Built around your judgement

A clear question.
A person in charge.

You agree the purpose and the evidence used. You can question the reasoning, correct the record and decide what happens next.

Read the human authority standard →
  1. 01Your question

    Purpose, scope and prohibited uses are agreed before analysis begins.

  2. 02Permissioned evidence

    Sources, access, provenance and uncertainty remain visible; missing evidence is not silently invented.

  3. 03Human decision

    Symbiain can clarify and challenge. Accountable people approve, stop, revise and decide.

The proposition

Symbiain Artificial Representation makes the account of reality visible before intelligence acts upon it.

AI makes inferences from representations. Symbiain examines whether that representation is evidence-bound, current, challengeable and corrigible: separate what is observed from what is assumed; map relationships and uncertainty; hold credible alternatives in view; and revise the account when reality disagrees. Explore Artificial Representation →

The Symbiain Field Manual

Plates for
closer attention.

Enter through an original Field Manual plate, then continue into a deeper illustrated lesson: conceptual anatomy, a worked field, an inspectable output and a practical exercise.

When to use Symbiain

When the system is complex,
and an early answer would cost you.

Use Symbiain to structure inquiry in research, strategy, operations, learning and public analysis — especially when evidence is incomplete and assumptions need to be made visible.

  • Frame a public-source research question before collecting more material.
  • Map dependencies, incentives, pressures and feedback before a strategic discussion.
  • Compare explanations without mistaking a pattern for a cause.
  • Specify the evidence that would disconfirm or revise a current reading.
See how the method works →

The Symbiain sequence

From condition
to consequence.

Seven illustrated lessons for describing change, testing an interpretation and staying open to revision. Each opens into five plates and a bounded field exercise.

What a useful output looks like

From a broad concern
to a testable field question.

Symbiain is not a prediction engine. Its practical output is a clearer question, a visible map of what matters, and an explicit account of what would change the reading.

Before

“Will cobalt supply become more secure?”

After applying Symbiain

“Which processing, logistics, policy or buyer relationship would need to change before a production-concentration signal materially alters this buyer’s practical supply position?”

OBSERVED SIGNALPOSSIBLE MECHANISMALTERNATIVESREVISION TRIGGER

A method, not a doctrine

Practise
closer attention.

The seven-part field guide tells you what to examine. The four-part loop tells you how to work with it: observe, relate, test and revise. Together they keep observation, interpretation, inference and claim distinct.

Read the field notes →

INPUT → PROCESS → USE → UPDATE → RETRIEVE → REPROCESS

Symbiain Casebook

One method.
Many kinds of question.

Explore AI, industry, literature, health and governance. Each case shows its question, sources, interpretation and limits. Start with a concrete example or follow your own area of interest.

CURATED FIELD / 28 CASES

The sequence alternates domains so visitors can see how one decision-integrity discipline travels across radically different kinds of question. Case numbers preserve the publication record.

28 of 28 cases · Curated cross-disciplinary orderResearch proposals, interpretations and demonstrations are labelled within each case.

Symbiain conceptual evidence field for AI decision integrity
29 / AI research / capability showcase

AI decision integrity

When an AI answer sounds right, what makes it ready to rely on?

Explore the AI showcase →
Symbiain audit plate tracing an answer into supported, contradicted and unresolved claims
24 / AI assurance / research prototype

Auditing AI hallucinations

Which parts of a fluent AI answer are supported, unsupported, contradicted or still unverified—and what must happen before anyone relies on it?

Open the illustrated audit →
Dante case plate moving from descent through reorientation to expanded vision
25 / Literature & moral systems / interpretive case

Dante’s Divine Comedy

What becomes visible when moral judgement is mapped as a journey through consequence, recognition and transformation?

Open the moral geography →
Location-neutral recycled aluminium case plate connecting composition, process, intermetallic topology, surface and corrosion testing
28 / Circular materials / independent research case

Recycled aluminium & intermetallic topology

Can recycled aluminium be engineered around impurity state rather than impurity concentration?

Open the experimental field →
02 / Public-source / working case

Strategic materials in the DRC

Where is the strategic-materials system genuinely resilient, and where could one changing relationship disrupt it?

See the method and value →
Ayn Rand case plate connecting individual agency with rights, institutions and consequence
26 / Philosophy & political systems / comparative case

Ayn Rand and Objectivism

How do reason, self-interest, rights and productive agency change when they meet institutions, dependencies and consequences?

Open the agency field →
15 / Clinical pharmacy / research prototype

Clinical pharmacy & decision integrity

What can automation prepare and make visible—without taking the pharmacist’s clinical judgement, prescribing authority or accountability?

See the method and value →
09 / Visual systems / research concept

The Qingming Scroll

How do movement, congestion and recovery become visible across a city—and where does one constrained crossing affect the wider field?

See the method and value →
Nietzsche case plate examining one value through multiple perspectives and contexts
27 / Philosophy & interpretation / critical reading

Nietzsche: Beyond Good and Evil

What changes when a moral judgement is examined as a perspective shaped by language, history, drives, rank and purpose?

Open the perspectival field →
19 / Governance systems / research prototype

Corporate governance

Can the board see how authority, evidence, control and consequence travel through the organisation?

See the method and value →
03 / Health research / working concept

Cancer care & botanical research in the DRC

How can local botanical knowledge generate responsible research questions without becoming unsupported treatment advice?

See the method and value →
05 / Corporate systems / public-source case

Steinhoff: governance, debt & dissolution

What combination of reporting, debt, governance and legal pressure turned warning signals into corporate collapse?

See the method and value →
20 / Aviation security / research prototype

Airport security & behaviour

How should an unusual operational signal be checked before it becomes a security escalation?

See the method and value →
Homeric texts case plate connecting shore, city gate, household, voyage, return and restoration
10 / Literary systems / research concept

Homeric texts

What relations, thresholds and consequences make an epic action matter—and what can the text actually support?

Open the epic field →
16 / Recovery support / research prototype

Recovery support & decision integrity

What could a bounded assistant help a recovery team hold together without becoming a counsellor, clinician, case manager or judge of a person’s progress?

See the method and value →
17 / Institutional investment / research prototype

Pension stewardship

Can trustees see how delegated decisions, underlying exposures and changing conditions affect the scheme’s ability to serve members?

See the method and value →
01 / Material systems / working case

Corrosion

Is the visible mark harmless, or is it evidence of an active process that needs attention?

See the method and value →
21 / Human–robot interaction / research prototype

Human interaction semantics for robotics

How can a robot represent human interaction richly enough to respond appropriately without pretending to read minds, feel emotions or possess human consciousness?

See the method and value →
04 / Rights & participation / working case

Women’s rights groups in the DRC

How can outside support strengthen women-led priorities without increasing exposure or displacing local control?

See the method and value →
12 / Financial systems / public-source case

Greensill

When does an apparently routine supply-chain-finance structure cease to be low-risk working capital and need to be re-underwritten as concentrated credit?

See the method and value →
13 / Embodied AI / research prototype

Robotics & decision integrity

When sensors, records and task instructions conflict, how should a robot make its uncertainty, authority boundary and next safe action visible?

See the method and value →
06 / Transmission & symbolic systems / research prototype

Babylonian texts & transmission

When something appears absent from a ritual record, what changed: the text, the language, the copying institution, archive survival or our interpretation?

See the method and value →
18 / Private capital / research prototype

Venture & start-up capital

What becomes visible when company evidence and portfolio dependencies are examined together rather than deal by deal?

See the method and value →
14 / Service AI / research prototype

Service, dignity & decision integrity

When a customer presents an urgent, ambiguous or sensitive problem, what should a service robot retain, explain, ask and transfer to a named human authority?

See the method and value →
22 / Model history / self-critical case

From Change Theory to Symbiain

How did an expansive theory of interaction and change mature into a bounded decision-integrity practice?

See the method and value →
07 / Intelligence method / comparative case

Heuer, ACH & Symbiain

Can Symbiain make the changing field around competing hypotheses more visible without weakening ACH?

See the method and value →
23 / Visual language / research prototype

Glyphic reading

When do glyphs make a complex field easier to read, and when does their compression remove too much meaning?

See the method and value →
Symbiain self-audit plate opened to comparison, challenge, retained failure and correction
11 / Method validation / working case

Symbiain under examination

Does Symbiain measurably improve inquiry when compared with a simpler alternative?

Open the self-audit field →

Field notes

Think in
public.

These are working propositions and invitations to inquiry — not settled doctrine.