Causal discovery · governed memory · dri.network
Fractal Neurons builds the Dedicated Research Instance (DRI) — a private cognitive machine powered by our Space Neurons causal memory kernel — and a suite of modular DRI Apps (InDeLoop, Spine, TaskD, Semantic Radio) installed inside your walls to uncover cross-domain causes and keep agent memory accurate as facts change.
On 2,700 held-out public aviation incidents, the engine retrieved same-cause pipeline failures described in different terminology.
What we build
Causal discovery
Text embeddings find records with similar meaning. We look for something narrower: records that share an abstract causal mechanism, even across domains that use different terminology. Semantic Radio carries that pattern — never the raw text — between private instances.
See how it worksSelf-healing memory
When a finding is superseded, static retrieval keeps serving the stale answer. Our associative memory traces what depended on it and repoints it: 78% of stale facts repointed vs 0% in EXP-009, an internal capability demo rather than a customer-data comparison.
Inside the memoryInDeLoop
Each DRI dynamically builds the interface its operator needs on open A2UI standards. InDeLoop brings decisions requiring human input to a person as small approval cards with signed decision records.
Inside a DRIFleet scale
Organization
sets the boundary and names the people who decide
Team instances
each scoped to one group, dataset or question
Scoped worker agents
take the tasks Spine & TaskD delegate, each with durable memory
Human decisions
InDeLoop brings what needs a person to an approver
Dedicated Research Instance
Business model · Partnerships
Fractal Neurons pairs its proprietary agent fleet with partners' privileged data to generate, stress-test, and validate novel hypotheses. Partners bring ground truth, regulatory capability, and the route to market; Fractal retains the discovery engine and defined economics in every asset.
You bring
A complex data domain — scientific, legal, or operational.
We bring
The data-reasoning infrastructure.
Each party keeps the background IP it brings. Foreground IP generated together, and the commercial rights to it, are set out in an explicit project agreement.
How a partnership starts
Your domain, your data, and the decision you need to make.
One question, framed so the evidence can answer it.
A Dedicated Research Instance works on that question within agreed limits.
Terms and IP for the work ahead, set out in a project agreement.
Working areas · examples
Questions
A private cognitive machine powered by the Space Neurons causal memory kernel, with modular DRI Apps — InDeLoop, Spine, TaskD and Semantic Radio — installed inside your organization's walls. Instances nest, so a governing instance can oversee sub-instances; the network of instances is dri.network.
Compute runs in your organization's private instance, and confidential data is never pooled or used to train a shared model. Keys and access are governed by your organization under mutual key custody. Outbound traffic is configured, not open: opt-in Semantic Radio shares abstract cause patterns, never raw text, and bounded, approved model calls reach external models through a gateway with policy gates.
Keyword search needs shared words, and vector (embedding) search ranks by semantic similarity, so it finds paraphrases. Space Neurons targets a narrower relation: records that share an abstract causal mechanism, even when their topics and vocabulary differ. EXP-048c tests that relation against an embedding baseline; the Technology page sets out the result and its source.
Against agentic behaviour rather than retrieval score alone. Retrieval accuracy is reported on held-out public data, but the working measure is whether an agent carrying the memory completes its task better.
DRIs are designed for fleets of thousands of agents: an organization, its team instances, scoped worker agents and the people who decide. That is design intent; capacity depends on workload, models and deployment.
With an initial discussion, then a scoped causal question, a bounded DRI evaluation, and commercial and IP alignment. Each party keeps the background IP it brings; foreground IP generated together, and the commercial rights to it, are set out in an explicit project agreement.
Who we partner with
We work with a handful of partners in confidential scientific, legal, and operational domains. If you hold unique data with high discovery value, we'd like to hear what you're working on.
info@fractalneurons.com