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A NEW LANDSCAPE OF KNOWLEDGE

Follow the
evidence.
Further.

Discover the structures hidden in your data.
Verify what holds. Build on what you establish.

Enter the knowledge space ↓
A CONNECTED LANDSCAPE
Conceptual visualization · Move to change your perspective
↓SCROLL TO BEGIN
One observation can open a new investigation.
01 / DISCOVER

A connection.
A new question.

Within a table, relationships can be difficult to see. FLORN searches for structures, conditional patterns and the places where they break.

A discovery starts an investigation. The evidence determines what follows.

Follow the connection ↓
DISCOVERY
What connects these observations?
A candidate relation is ready to be tested.
02 / VERIFY

Every claim.
Back to evidence.

FLORN checks candidates against explicit verification rules. Results retain their scope, their supporting evidence and their counterexamples.

EstablishedRefutedUnresolved

When the evidence cannot decide, the question stays open.

Keep what has been established ↓
THE AUTHORITY BOUNDARY
Discovery proposes. Verification decides.
Certification applies to a claim within its stated scope.
03 / BUILD KNOWLEDGE

Knowledge with
a next chapter.

Findings can persist with their provenance and scope. New evidence can be compared, new questions investigated, and dependent conclusions reconsidered.

An expanding record of what has been established — and what remains to be understood.

See a real example ↓
CUMULATIVE MEMORY
Each new claim is verified again.
Prior knowledge becomes material for the next investigation.
FROM THE GRAPH TO THE REAL WORLD
04 — THE EVIDENCE

A structure found.
A result you can inspect.

In a published FLORN analysis, elemental and electrical-charge balance were verified on 130 supplied chemical reactions.

PUBLIC ANALYSIS / CHEMICAL REACTIONSOpen source result ↗
∑ νr,s ne,s = 0
∑ νr,s qs = 0

Elemental balance & electrical-charge balance

SCOPE: THE 130 ANALYZED REACTIONS

The balance holds.
The evidence shows where.

The supplied species compositions, charges and stoichiometric coefficients allow the balance to be checked exactly for each analyzed reaction.

This establishes balance in these reactions. It does not predict an unobserved reaction.

A NEW SUPPLIED REACTION
Balance satisfiedThe equalities hold.
Oxygen: +2A discrepancy is identified.
Composition missingMore evidence is needed.

Three published verification examples, each scoped to its supplied reaction. Both views are editorial excerpts of the published analysis.

THE IDEA BEHIND FLORN

Intelligence that
earns its knowledge.

FLORN is a reference implementation, under active development, of Cumulative Certified Autonomous Intelligence.

Explore the CCAI architecture ↗
01

Investigate

Generate candidates and choose what to test.

02

Verify

Give claims a status through explicit verification.

03

Remember

Retain knowledge with its evidence and scope.

04

Continue

Use what is known to pursue the next question.

CCAI is a proposed architecture. This sequence is a simplified introduction; the CCAI Charter defines its full investigation loop.
START WITH YOUR NEXT QUESTION

Choose your pace
of discovery.

R&D, Advanced & dedicated plans

R&D — $7,990 / month. 200 analyses, unlimited investigations. Choose R&D ↗

Advanced — $14,900 / month. Up to 5,000 analyses per month on fair use, unlimited investigations. Concurrency is limited. Choose Advanced ↗

Enterprise & mission-critical needs. Dedicated capacity and contractual arrangements. Contact us ↗

Multi-Run included. Analyses contribute derived knowledge to the shared knowledge base as described in the Terms & data use.

YOUR DATA. THE NEXT DISCOVERY.

What will you
establish next?

Start with a table. Follow the evidence.

Analyze your data ↗3 free analyses · No credit card requiredExplore plans and academic access ↗