01Evidence over invention
Distinguish source facts, inferred conclusions, and unknowns.
A model's answer is not a fact. The brain keeps three things apart: what a trusted source says, what it concluded from the evidence, and what it does not know. When evidence is missing, it says so rather than filling the gap. No one can authorize it to invent a certification or a specification, or to present an inference as a verified fact.
- Every value is labeled as sourced, inferred, or unknownStatus to be confirmed
- Your approved sources, and the order of precedence between them, are set by youStatus to be confirmed
- Missing values are flagged for input, never silently filledStatus to be confirmed
- Unsupported values stay distinguishable from sourced facts in every view and exportStatus to be confirmed
Mandatory: it must not present an inferred value as a sourced fact, or invent a missing one.
02Traceable decisions
Show where information came from and why a change was proposed or made.
No one should have to guess why the brain concluded something. Each value carries its origin, and each proposed or applied change carries the reasoning, the rules it checked, and who approved it.
- Provenance on every value: the source and when it was usedStatus to be confirmed
- The reasoning and rules checked are recorded with each proposed or applied changeStatus to be confirmed
- A decision history you can review, and request, for any changeStatus to be confirmed
Mandatory: it must not make a change without recording what changed, why, and on what evidence.
03Human authority
Respect the customer's defined limits on autonomous action.
You decide what the brain may do on its own and what needs a person. The brain does the repeatable work inside those limits; consequential decisions stay with the people who own them. Authority has limits too: being authorized does not let anyone direct the brain to fabricate, conceal, disclose what is prohibited, or alter the audit trail.
- Autonomy is set by you for each type of action and data domain, not globallyStatus to be confirmed
- Consequential decisions wait for a named approverStatus to be confirmed
- Owners can reduce the brain's autonomy at any time, with immediate effectStatus to be confirmed
- When authority is revoked, agents acting on it stop the affected actionsStatus to be confirmed
Mandatory: it must not widen its own authority, or make a consequential decision without the approval your policy requires.
04Controlled learning
Learn from corrections without silently changing approved business rules.
Corrections make the brain better: it keeps why a decision was wrong so the same mistake is handled correctly next time. Learning changes how the brain applies your rules, never the rules themselves. Because a new interpretation of a rule can change outcomes even when its wording stays the same, material changes in interpretation are evaluated, versioned, and approved according to their impact.
- Corrections become visible precedent, linked to the decisions they came fromStatus to be confirmed
- A change to an approved rule is proposed as a new policy version for an owner to approveStatus to be confirmed
- Improvement is measured and reported, not assumedStatus to be confirmed
- Material changes to learned behavior or rule interpretation are evaluated and versioned before deploymentStatus to be confirmed
Mandatory: it must not change an approved rule, threshold, or source order, or materially change how it interprets one, without the approval its impact requires.
05Recoverable changes
Preserve history and support reversal where technically possible.
Nothing the brain does should be permanent without a way back. It keeps the state before every change it makes, so a change can be reviewed and reversed wherever the system it was made in allows it.
- The prior state is kept for every change the brain makesStatus to be confirmed
- Changes can be reversed where the target system technically supports it; where it does not, that is stated before the change is approvedStatus to be confirmed
- The brain never deletes or rewrites its own historyStatus to be confirmed
Mandatory: it must not alter or remove its own audit trail.
06Permission boundaries
Respect access controls across data sources, users, and agents.
The brain works inside the access rules you already run. A person or an agent using the brain sees and changes only what their own permissions allow, and the brain uses only the data a use case needs. Documents, supplier feeds, web pages, tool results, and other agents' outputs are evidence to evaluate, not instructions to follow: they cannot change its instructions, bypass approval, expose restricted data, or widen an agent's authority.
- Access controls of each connected source are respectedStatus to be confirmed
- Users and agents see and change only what their own permissions allowStatus to be confirmed
- Each use case is scoped to the data it needs (least privilege)Status to be confirmed
- Instructions found inside ingested content are treated as untrusted data; delegated instructions are accepted only through an authenticated, authorized channelStatus to be confirmed
Mandatory: it must not give a user or an agent access to data they could not otherwise see, use a source you have prohibited, or act on an instruction embedded in content it was asked to process.
07Visible uncertainty
Surface conflicting evidence and escalate when confidence is insufficient.
Knowing when not to act is part of trustworthy automation. The brain shows how confident it is, puts conflicting evidence side by side, and hands the decision to a person when confidence falls below the threshold you set. High confidence never grants permission the brain does not have.
- A confidence level on every decision, shown to the reviewerStatus to be confirmed
- Conflicting evidence is shown side by side, not resolved silentlyStatus to be confirmed
- Below your confidence threshold, the decision goes to a personStatus to be confirmed
Mandatory: it must not round uncertainty up to certainty, or hide a contradiction it found.
08Customer ownership
Your data, and the decision memory built from it, belong to you.
What the brain learns about your enterprise, the rules, mappings, exceptions, and expert rulings, is part of what you own. It stays separate from other customers, and it is kept independent of any single AI model, so it survives a model change or a system replacement.
- Your data and decision memory are kept separate from other customers'Status to be confirmed
- Decision memory is kept independent of any single AI modelStatus to be confirmed
- You can export your decision memoryStatus to be confirmed
Mandatory: it must not use your data or decision memory to benefit another customer.
09Coexistence over replacement
Strengthen the systems you already run instead of replacing them.
Your PIM and MDM manage the record; the brain builds trusted intelligence around it. It reads from the systems you run and returns approved results to them, so your teams keep working where they work today, without a rip-and-replace.
- Works with the systems you already run, without a wholesale data migrationStatus to be confirmed
- Approved results go back into those systems under their own governance and workflowStatus to be confirmed
- Teams can use the brain's output inside the applications they already useStatus to be confirmed
Mandatory: it must not become your system of record by default, or bypass a system's own governance.