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Remember preferences in a per-customer memory store

Attach a customer-scoped memory store to sessions so approved preferences persist across visits without mixing tenants.

Goal

Attach a customer-scoped memory store to sessions so approved preferences persist across visits without mixing tenants.

Steps

  1. Create one memory store per customer and attach it to sessions.create(resources=...) with the intended read/write access level. [source17]
  2. Use the Memory API to inspect or seed approved preferences under a bounded path such as /mnt/memory/preferences.md. [source17]
  3. Test two customer IDs in isolated sessions; verify retrieval is tenant-scoped, edits are auditable, and deletion follows retention policy. [source17]

How to verify

Seed different preferences for two customer IDs and query each session; verify no cross-tenant result, edits are auditable, and deletion removes the selected customer’s memory.

Troubleshooting

If one session returns another customer’s preference, stop writes and check resource IDs and access levels at sessions.create before resuming.

Permissions

Prerequisites

Permissions

Limitations

Model output may be incomplete or wrong; API and beta behavior can change, so verify against the pinned source and current service behavior.

Pinned upstream source

https://github.com/anthropics/anthropic-cookbook/blob/9c1e493ddd2b82df399d2a61b9c806c539e18be6/managed_agents/CMA_remember_user_preferences.ipynb

Repository
anthropics/anthropic-cookbook
File path
managed_agents/CMA_remember_user_preferences.ipynb
Pinned commit
9c1e493ddd2b82df399d2a61b9c806c539e18be6
Source checked
2026-10-14 · Reviewed against the pinned upstream source

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License: MIT

Main topic

Make Agent behavior safer and easier to verify

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