NIL Intelligence Likeness

Why the best people say no

Trust officers and senior administrators are not resisting AI agents because they doubt the technology. They resist because they understand the deal.

Thirty years of judgment — which distributions to approve, which fee waivers hold up, which account is quietly going wrong — is the only asset a practitioner really owns. Put an agent beside that person today and the judgment flows into the institution. The system gets smarter. The person keeps a salary, and the salary ends when they leave.

Seen that way, refusing to train the agent is not stubbornness. It is the correct answer to a bad offer.

An idea borrowed from college sports

An athlete's name once had commercial value that the school captured entirely. NIL changed one thing: the athlete owns the name. They still play for the school. They still wear the jersey. The name is theirs.

We borrow only that — ownership — and apply it to a practitioner's intelligence. Not the collectives, not the deals, not the payments. Just this: the school keeps the team. The player keeps the name.

The firm keeps the client. The practitioner keeps the judgment.

What a likeness is

A likeness is the shape of your judgment, written down. It has three parts, and all three live in a single markdown document you can open, read, and edit.

MemoryHow you have handled this kind of work. Precedents, preferences, the times you said no and why.
SkillsYour heuristics, scoring, and reading of policy. The decision logic itself.
ActionsYour review steps, checklists, fee-waiver tests, and stop logic — written so an agent can run them.

What is not in the document: any client. No accounts, holdings, tax lots, beneficiaries, or instruments. The likeness describes how you decide, never whom you decided about. That is the whole design, and everything below follows from it.

Three rights

Keep
Title to the document is yours. The host may run an agent against it while you use the host. That is use of a tool, not a claim on the asset.
Download
Take the document with you, any time. This is the test of ownership: if you cannot leave with it, you never owned it.
Publish
Put it under your name, or your group's, where you choose — inside r.Team, with another firm, to a successor, or in a catalogue where others can rent it.

Two boundaries that make it safe

Judgment never carries the file

When an agent applies your likeness, it does so inside the tenant that already holds the client — this trust, this account, this request. The output is a rationale for that file. The file is never written back into your document. Think of a playbook walking into a room it does not own.

Inside a tenant is free; across tenants pays

A tenant is an advisor group, RIA practice, or trust company. Within it, colleagues share likeness freely. When another tenant rents your published skills from the catalogue, they pay a royalty to you or your group. They receive your judgment. They never receive your clients.

The royalty is for use of the likeness. It is not a share of AUM, not a piece of the fiduciary decision, not access to anyone's book. The host takes no title and no share. There is nothing to allocate.

Who holds what

Party	Holds	On exit
Practitioner	Title to their likeness document. May download and publish under their name.	The document goes with them. Client data does not.
Advisor firm / trust group	Title when the document is published as the group's. May publish under the individual's or the group's name.	Travels with the owner of record.
Tenant	Shared likeness for its own people, and the client files those people work on.	Files stay. Likeness moves only as the owner chose.
Renting tenant	A reference to a published likeness, under the publisher's name, for a royalty.	Can be withdrawn or versioned. Neither side's files ever cross.
Host (r.Team)	Nothing. Runs agents against documents while owners use the platform.	No claim.

The cases that come up first

Someone cites your earlier document in a later decision.: Still yours. Citation is not transfer.
The decision was fully dictated by written policy.: Then no likeness participated. Policy belongs to the institution and always did.
Two people wrote it together.: Title is joint, or the document is published as the group. Declared at publication, not litigated later.
The author leaves, retires, or dies.: The document is an asset. Assets have successors. Who inherits download and publish rights must be written down.
The document is old.: It is still owned and still downloadable. Whether a host should keep applying it is a fitness question, not an ownership one.
The most valuable thing you did was say no.: A prevented loss usually outweighs a captured gain. Your stop logic and veto history are memory and actions — they live in your document and leave with you. The account you stopped does not.

Still open

The framework above is what we will defend. These we have not settled:

The markdown schema, and how it keeps client data out by construction
When title is the individual's and when it is the group's
How participation of a published likeness is disclosed — to the file, the committee, the beneficiary, the examiner
Royalty metering: per application or subscription
Whether a rented skill may be forked or only referenced
Portability of a document to another host
How age is shown and who retires a stale document
Succession: who inherits rights, and for how long

You are not being replaced. You are being published.

Published means your judgment is written down, owned by you, and portable. Not published means the institution absorbed thirty years of it for free. The host runs tools. It does not take title. It does not take the file.

This is a concept paper, not a product specification. Related: NIL Intelligence Likeness in the vocabulary.

Want notes like this in your inbox? Sign up for the newsletter.