Everything you know about one user

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The scenario

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Step 1 — The profile, as data

profile = client.get_user_profile(space_id=space, user_id="priya")
print(profile["memory_count"], "things known")
for m in profile["memories"]:
    print(m["text"])

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Step 2 — The same profile, as a prompt block

block = client.get_user_profile(
    space_id=space, user_id="priya", format="block", context_max_tokens=300
)
print(block["context"])

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Step 3 — Ask a question about that person

answer = client.ask_about_user(
    space_id=space, user_id="priya", query="How should we schedule a call with her?"
)
print(answer["insights"])
print("answered by:", answer["model"])

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Evals

1. Record three facts about one user, then read the profile. All three present.
2. Request the block form with a small budget and confirm it truncates by dropping whole memories, not mid-sentence.
3. Ask about a user nobody has written about. memory_count is 0 and that is not an error — a user is a scope tag, not a resource you register.

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Guardrails

• A profile is personal data. Whatever goes in is retrievable, exportable and — when someone asks — deletable.
• An unknown user returns an empty profile, not a 404. Handle the empty case; do not treat it as a failure.

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The script