A new invoice.
An old lesson.

An agent learns how your exporter works, then finds the recipient in today's directory.

Encrypted experience on Walrus. Account verification by Tatum.

First session

Held

INV-101

harbor-erp-v3

ref_a / R17
demo:larch
ref_b / R42
demo:birch
Amount
12,500 minor units

A useful pause

The empty-history agent asked which reference identifies the counterparty. Its actual ledger recorded a hold.

Recorded model run · November 3, 2026 UTC

Read the executed action

Next session

Try it

Same exporter. Every reference and recipient changed.

Today's directory

Change the directory or amount. The memory keeps the exporter rule.

Your next action

Stage with empty history to see a hold, or recall the experience first.

Interactive rule runtime · Fictional sandbox drafts · Measured model generations are in the evidence below.

Two fresh agents.
One shared lesson.

The measured experiment used the same model and identical instructions. The second session received the actual decrypted recall, then resolved a completely new invoice.

Recorded experiment, November 3, 2026 UTC
What changedCold sessionWarm session
Available experienceEmptyNative Walrus recall
Invoice / referencesINV-101 / R17, R42INV-202 / R68, R91
Actual ledger actionHold recordedDraft staged: demo:fir / 9,800
Model / instructionsgpt-6.1-sol / identicalgpt-6.1-sol / identical

Experience, carried forward

Trusted feedback follows an executed receipt. Walrus encrypts, stores and retrieves the general rule. The second invoice's identifiers are absent from that stored experience.

Inspect the native recall

A real account gate

Tatum's Sui Gateway reads the mainnet MemWal Account and verifies its active, authorized delegate before the native operation. Ten pilot memories and one observed learning experience completed on mainnet.

Inspect the chain proof

Test the separation

The browser executes the returned rule deterministically. Change today's recipient above and stage again. The stored lesson contains the reference field, while the new directory supplies the identity.

Read the technical article

Measured scope: one fictional exporter profile and two fresh model tasks. History availability was the intervention. All ledger actions are local drafts.