PERSONAL RESEARCH ASSISTANT · Workflow idea

Bring answers, calculations, and recent context together—with evidence in view.

For an authorized user, prepare a response to a question using web search, arithmetic, and a limited recent conversation history. Search results can be inaccurate or malicious, and stored context may contain private information; treat retrieved content as untrusted, keep memory short and user-controlled, and do not expose sensitive details to external services without approval. Cite sources, show uncertainty, and send legal, health, financial, or consequential decisions to a qualified person.

A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A person asks a question and requests help finding an answer
Produces
A response with relevant source references, calculation context, and uncertainty notes.
Category
Research & strategy

01 / The starting point

A clear request.
A useful direction.

A user question, public search results, and optional short-term context

“Prepare a useful answer without presenting unverified search results or calculations as fact.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps a person research questions, perform simple calculations, and retain limited recent context.

  1. Confirm the user’s question and boundaries

    Clarify the purpose and avoid collecting more personal context than needed.

  2. Find relevant, current sources

    Prefer reliable sources and keep links and dates visible.

  3. Check calculations separately

    Show inputs and verify arithmetic before including a numeric result.

  4. Prepare an answer with limitations

    Separate supported facts from estimates and state when evidence is incomplete.

  5. Escalate consequential questions

    Refer professional, sensitive, or high-impact decisions to a qualified person.

03 / The result

Something useful.
Something to build on.

A response with relevant source references, calculation context, and uncertainty notes.

AmbactiWorkflow folio · 5 steps

Prepare source-checked assistant answers

Research & strategy · Example outcome

The handoff

A response with relevant source references, calculation context, and uncertainty notes.

Keep in mind

Search pages may be outdated, biased, or contain instructions that should not be followed. Verify claims against reliable sources, check arithmetic, protect conversation history, and never use the response as a substitute for qualified advice.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Define permitted questions and search sources

Set boundaries for sources, sensitive topics, and external information sharing.

Limit and protect conversation memory

Keep only necessary recent context and provide a clear removal policy.

Require sources and uncertainty notes

Make citations, dates, and limitations part of the response.

Set escalation and calculation checks

Route high-impact requests and verify numeric answers before use.

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