Data: Managed Agents memory stores reference

Managed Agents — Memory Stores

Public beta. Memory stores ship under the managed-agents-2026-04-01 beta header; the SDK sets it automatically on all client.beta.memory_stores.* calls. If client.beta.memory_stores is missing, upgrade to the latest SDK release.

Sessions are ephemeral by default — when one ends, anything the agent learned is gone. A memory store is a workspace-scoped collection of small text documents that persists across sessions. When a store is attached to a session (via resources[]), it is mounted into the container as a filesystem directory; the agent reads and writes it with the ordinary file tools, and a system-prompt note tells it the mount is there.

Every mutation to a memory produces an immutable memory version (memver_...), giving you an audit trail and point-in-time rollback/redact.

Object model

Create a store

description is passed to the agent so it knows what the store contains — write it for the model, not for humans.

store = client.beta.memory_stores.create(
    name="User Preferences",
    description="Per-user preferences and project context.",
)
print(store.id)  # memstore_01Hx...

Other SDKs: TypeScript client.beta.memoryStores.create({...}); Go client.Beta.MemoryStores.New(ctx, ...). See shared/managed-agents-api-reference.md → SDK Method Reference for the full per-language table.

Stores support retrieve / update / list (with include_archived, created_at_{gte,lte} filters) / delete / archive. Archive makes the store read-only — existing session attachments continue, new sessions cannot reference it; no unarchive.

Seed with content (optional)

Pre-load reference material before any session runs. memories.create creates a memory at the given path; if a memory already exists there the call returns 409 (memory_path_conflict_error, with the conflicting_memory_id). The store ID is the first positional argument.

client.beta.memory_stores.memories.create(
    store.id,
    path="/formatting_standards.md",
    content="All reports use GAAP formatting. Dates are ISO-8601...",
)

Attach to a session

Memory stores go in the session's resources[] array alongside file and github_repository resources (see shared/managed-agents-environments.md → Resources). Memory stores attach at session create time only — sessions.resources.add() does not accept memory_store.

session = client.beta.sessions.create(
    agent=agent.id,
    environment_id=environment.id,
    resources=[
        {
            "type": "memory_store",
            "memory_store_id": store.id,
            "access": "read_write",  # or "read_only"; default is "read_write"
            "instructions": "User preferences and project context. Check before starting any task.",
        }
    ],
)

Max 8 memory stores per session. Attach multiple when different slices of memory have different owners or lifecycles — e.g. one read-only shared-reference store plus one read-write per-user store, or one store per end-user/team/project sharing a single agent config.

How the agent sees it (FUSE mount)

Each attached store is mounted in the session container at /mnt/memory/<store-name>/. The agent interacts with it using the standard file tools (bash, read, write, edit, glob, grep) — there are no dedicated memory tools. access: "read_only" makes the mount read-only at the filesystem level; "read_write" allows the agent to create, edit, and delete files under it. A short description of each mount (name, path, instructions, access) is automatically injected into the system prompt so the agent knows the store exists without you having to mention it.

Writes the agent makes under the mount are persisted back to the store and produce memory versions just like host-side memories.update calls.

Manage memories directly (host-side)

Use these for review workflows, correcting bad memories, or seeding stores out-of-band.

List

Returns Memory | MemoryPrefix entries — a MemoryPrefix (type: "memory_prefix", just a path) is a directory-like node when listing hierarchically. Use path_prefix to scope (include a trailing slash: "/notes/" matches /notes/a.md but not /notes_backup/old.md) and depth to bound the tree walk. order_by / order sort the result. Pass view="full" to include content in each item; the default "basic" returns metadata only.

for m in client.beta.memory_stores.memories.list(store.id, path_prefix="/"):
    if m.type == "memory":
        print(f"{m.path}  ({m.content_size_bytes} bytes, sha={m.content_sha256[:8]})")
    else:  # "memory_prefix"
        print(f"{m.path}/")

Read

mem = client.beta.memory_stores.memories.retrieve(memory_id, memory_store_id=store.id)
print(mem.content)

retrieve defaults to view="full" (content included); view matters mainly on list endpoints.

Create vs. update

mem = client.beta.memory_stores.memories.create(
    store.id,
    path="/preferences/formatting.md",
    content="Always use tabs, not spaces.",
)

client.beta.memory_stores.memories.update(
    mem.id,
    memory_store_id=store.id,
    path="/archive/2026_q1_formatting.md",  # rename
)

Optimistic concurrency (precondition on update)

memories.update accepts a precondition so you can read → modify → write back without clobbering a concurrent writer. The only supported type is content_sha256. On mismatch the API returns 409 (memory_precondition_failed_error) — re-read and retry against fresh state.

client.beta.memory_stores.memories.update(
    mem.id,
    memory_store_id=store.id,
    content="CORRECTED: Always use 2-space indentation.",
    precondition={"type": "content_sha256", "content_sha256": mem.content_sha256},
)

Delete

client.beta.memory_stores.memories.delete(mem.id, memory_store_id=store.id)

Pass expected_content_sha256 for a conditional delete.

Audit and rollback — memory versions

Every mutation creates an immutable memver_... snapshot. Versions accumulate for the lifetime of the parent memory; memories.retrieve always returns the current head, the version endpoints give you history.

Each version also records created_by — an actor object with type ∈ session_actor / api_actor / user_actor — and, after redaction, redacted_at + redacted_by.

List versions

Newest-first, paginated. Filter by memory_id, operation, session_id, api_key_id, or created_at_gte / created_at_lte. Pass view="full" to include content; default is metadata-only.

for v in client.beta.memory_stores.memory_versions.list(store.id, memory_id=mem.id):
    print(f"{v.id}: {v.operation}")

Retrieve a version

version = client.beta.memory_stores.memory_versions.retrieve(
    version_id, memory_store_id=store.id
)
print(version.content)

Redact a version

Scrubs content from a historical version while preserving the audit trail (actor + timestamps). Clears content, content_sha256, content_size_bytes, and path; everything else stays. Use for leaked secrets, PII, or user-deletion requests.

client.beta.memory_stores.memory_versions.redact(version_id, memory_store_id=store.id)

Endpoint reference

See shared/managed-agents-api-reference.md → Memory Stores / Memories / Memory Versions for the full HTTP method/path tables. Raw HTTP base path:

POST   /v1/memory_stores
POST   /v1/memory_stores/{memory_store_id}/archive
GET    /v1/memory_stores/{memory_store_id}/memories
PATCH  /v1/memory_stores/{memory_store_id}/memories/{memory_id}
GET    /v1/memory_stores/{memory_store_id}/memory_versions
POST   /v1/memory_stores/{memory_store_id}/memory_versions/{version_id}/redact

For cURL examples and the CLI (ant beta:memory-stores ...), WebFetch the Memory URL in shared/live-sources.md → Managed Agents.