Honest about what exists.
This page describes how a Matter Model is contained: the isolation, retention, and reversibility the architecture is built for, with anything still ahead of us named as such.
In force: Private matter environments
In force: Role-defined access
In force: Controlled retention
In force: Isolated retrieval
In force: Attributed change
In force: Reversible learning
In force: A complete matter ledger
Isolation is a property, not a promise.
Each guarantee below holds from the first day of an engagement. They fall out of how a Matter Model is built, and stand before anyone is asked to trust them.
Matter Model per dispute
One dedicated intelligence, developed on one matter and nothing else.
Claim types, end to end
From delay and disruption to hearing readiness, worked in one state.
Versioned and reversible
Every promoted change is attributed, examined, and can be rolled back.
Records used to train shared models
No client matter ever trains a system used outside that matter.
One matterper environment.
Each Matter Model lives in a private environment built for a single dispute. Its record, its retrieval, and the judgment it has learned stay inside that environment.
No matter memory crosses matters.
Matter isolation
Controlled retention
Attributed change
Reversible promotion
Role-defined authority
Complete matter ledger
Matter environments
isolated
- Contract and record
- Learned judgment
- Matter ledger
sealed environment
- Contract and record
- Learned judgment
- Matter ledger
sealed environment
- Contract and record
- Learned judgment
- Matter ledger
sealed environment
The firm sets what the Matter Model may do.
Access is role-defined. The firm decides who can read the matter, who can add to the record, and how far the Matter Model’s own authority extends.
The Matter Model never widens its own remit. Where an action sits beyond its authority, it stops and asks the firm.
- 01FirmTeaches judgment, answers material questions, authorizes change.
- 02Case teamReads the matter state, adds evidence, directs the work.
- 03ReviewerReads the record and the matter ledger without write authority.
- 04Matter ModelWorks within the permitted authority the firm has set, and no wider.
The record stays only as long as it should.
Retention is controlled, not open-ended. The firm sets how long the matter and its working state are kept, and the environment holds to it.
When a matter closes or a retention window ends, the environment and what it held come down with it. Nothing quietly persists beyond the terms of the engagement.
Controlled retention is a setting the firm owns, not a default we impose.
Deletion reaches what was learned from a source.
A source is rarely inert. The Matter Model reconstructs chronology from it, weighs propositions against it, and learns inferences because of it.
Remove a source, and its derived matter knowledge is removed with it.
Source and derived knowledge
reversible
While the source is present
- Reconstructed chronology
- Weighted proposition
- Learned inference
After the source is removed
- Reconstructed chronologyremoved
- Weighted propositionremoved
- Learned inferenceremoved
Every instruction, answer, and change is on the record.
Every entry carries a timestamp and an actor. Instructions, Firm responses, proposed updates, examinations, and promotion decisions are all preserved, so the firm can read how the matter reached its current state.
Matter ledger
Versioned, attributable, reversible
- 2026-03-14 09:12New evidenceProduction 0042 · superintendent email, 12 MarIntakev.31
- 2026-03-14 09:41Material questionDoes the 12 Mar email authorize the acceleration?Matter Model
- 2026-03-14 15:03Firm instructionPreserve concurrency defense; log authorization as openFirm · A. Rourke
- 2026-03-14 15:20Proposed updateNotice-validity proposition strengthenedMatter Model
- 2026-03-14 15:47Hidden examinationExamination built from the matter, held back from the modelExamination
- 2026-03-14 15:49Applied to matterChange applied to the live matterExaminationv.32
Nothing here is a one-way door.
The matter moves forward in versions. Each is attributed and reversible, so a promotion that later proves wrong can be rolled back to a known prior state.
Every change is a version
New evidence, a corrected inference, a promoted improvement. Each carries a version, an actor, and a reason.
Every version is attributed
The matter ledger names who or what produced the change and when it entered the live matter.
Every version is reversible
A promotion can be rolled back to a prior state of the matter. Nothing is a one-way door.
The matter does not leak into an outside system.
A Matter Model learns from the matter it works. That learning stays inside the matter environment and is never fed back to train a general model beyond it.
No client record trains an outside system.
A human answer is authority, not automatic truth.
The firm supplies what the record cannot: intent, strategy, acceptable risk, and authorization. That authority is decisive for what the Matter Model may do, without standing in for the evidence itself.
- An instruction is not a fact.
- An approval is not evidence.
- Authority sets what may happen, not what is true.
- The examination still decides whether a change holds.
Conflicts are checked before an environment opens.
Every request for a benchmark engagement is reviewed for conflicts and suitability before any environment is created. Isolation is the default state, and access is granted against a defined matter, not across a firm.
Because matters do not share memory, the containment that protects one client protects the next.
A list of work, not a badge.
Not one of these is certified today. When an audit is finished we will name the auditor and the date on this page.
SOC 2 Type II
Verifies that a company’s security controls are effective and consistently followed over time.
in progress
ISO 27001
International standard for managing and protecting information security.
in progress
ISO 27701
International standard for managing privacy and protecting personal information.
in progress
ISO 42001
International standard for responsible governance and management of AI systems.
in progress
GDPR
European Union privacy regulation governing how personal data is collected, used, and stored.
in progress
CCPA
California privacy law that gives consumers rights over their personal data.
in progress
How issues are handled on your matter is set out in the engagement terms, in writing.
Contained by design.Examined in practice.
Begin on a closed dispute and see the isolation, the record and the reversibility on a matter your team already understands.