Our method and technology

Understand first.
Then choose the right tools.

With bigRing, we describe what exists in your area of work, how it connects and what guides action. We choose technology according to how you will use the knowledge.

bigRing in plain language

A shared language
for your working reality.

A model is more than a picture. It helps clarify who does what, under which rules, with which material and to what end.

The same words can then have a clearer meaning for both the team and an agent.

supportsverifiesguidesproducesreview against sources SOURCEMaterial PERSONExpert PROCESSHow we work AGREEMENTCurrent rules OUTPUTCompleted work
Illustrative model of one area of work; the map can be scrolledbigRing

Sources

What we rely on and where knowledge comes from.

People and roles

Who acts, decides and verifies.

Processes

What happens, in what order and under which conditions.

Relationships and agreements

What connects participants and defines their commitments.

Objects and outputs

What people work with and what should be produced.

A trustworthy foundation

We distinguish
what we are relying on.

An expert-approved rule, practical experience and a working hypothesis are not the same. The model needs to distinguish their sources, validity and limits.

  • A source for important claims
  • Validity and version of a rule
  • Marked uncertainty
  • A person responsible for content

Intelligencer / CausalMemory

Knowledge has a place.
And a history.

Intelligencer is an environment for managing and using knowledge. CausalMemory supports memory, versions, data provenance and retrieval. We verify deployment options and available interfaces for your task.

01 / MATERIAL

Your know-how

Documents, experience and rules we are allowed to use.

02 / MODELLING

bigRing

Shared terms, relationships and agreed meaning.

03 / MEMORY

Intelligencer

Management, versions, source provenance and retrieval.

04 / USE

People and agents

A specific task in a selected environment.

Technical details for your IT team

CausalMemory source material describes PostgreSQL with versioned nodes and edges, temporal validity and provenance. We verify the specific interface, API or MCP connection, configuration and readiness for your use. This description does not confirm deployment of every capability.

LayerPurpose and boundaries
Knowledge modelbigRing expresses terms, relationships and patterns. Graph storage alone does not establish truth or causality.
Memory and retrievalCausalMemory retains versions and provenance, combining relational, graph and vector methods according to the implementation.
Advanced layersThe extended cognitive model and Apache AGE require separate validation. Their presence in a development branch does not establish deployment.
Agent runtimeAgno or another agreed tool may be used. Memory and rules should be separated from the specific runtime to the agreed extent.
OperationsHosting, identities, isolation, backups, recovery and limits are confirmed for the specific use and contractual scope.

Your environment

Usable where
you work.

A web interface, Microsoft 365, another working system or an agent connected through API or MCP. We choose according to need, permissions and reasonable costs.

  • First, we assess the options in your current tools.
  • The integration scope is confirmed before commissioning.
  • Permissions remain separate from memory content.
  • Export and portability are agreed in specific formats.

Boundaries for responsible use

A good foundation needs
good verification too.

Organised knowledge can improve AI use, but does not remove every error by itself. We test sources, context selection, permissions and outputs against agreed scenarios.

Missing knowledge and conflicting sources should remain visible. An agent needs clear conditions for asking, stopping or handing a decision to a person.

First step

Do you have your own technical
environment or agent?

Let’s explore how to prepare the right knowledge for it. You do not have to assume a full system replacement first.

Discuss one area of work

First, we clarify your needs and a suitable scope.