timbre

Context & accuracy

A source is a starting point. Context still matters.

Timbre helps you explore a person’s public recordings through a simulated conversation. It searches for relevant passages and generates an interpretation. That can make useful material easier to find, but it can also leave things out or get them wrong.

Here is how we try to reduce that risk, what those measures cannot guarantee, and how to check an answer for yourself.

How we try to keep context attached

A search match is not the whole conversation. When building an answer’s source context, Timbre includes nearby transcript passages before and after matching excerpts where available. Passages retain their recording, timestamp and available publication date, so they can be traced back to the original.

The answer model is instructed to ground recorded positions in the supplied material, cite the supporting passages, and distinguish what the record supports from a suggested application to your situation. It is also instructed to identify gaps and, when the supplied evidence shows them, conflicting statements or changes of view.

These are measures to reduce mistakes. They do not establish that every answer has the full context or that every instruction will be followed correctly.

What can still be missing

Retrieval selects a limited set of passages. It may miss an earlier qualification, a later correction, the interviewer’s full question, irony, or a different recording that changes the picture. Nearby excerpts help, but they do not replace listening to an entire speech or interview.

Transcripts can contain errors, speaker attribution can be imperfect, and the available recordings may be incomplete or out of date. A short generated answer can flatten nuance or give a selected passage more weight than it deserves. Even an answer with citations can be misleading.

An interpretation, with accuracy limits

Timbre’s generated readings can be incomplete or inaccurate. The simulation is not the person, and its answers are not their official statements, their endorsement, or a reliable prediction of what they would say today. First-person dialogue is generated by AI; it does not make the response an actual quotation.

Generated answers should never be treated as official statements or legal proof of what a person said, believes or did. A citation is a way to inspect the underlying material, not a certification that an answer is correct.

Use Timbre to find material, explore reasoning and develop questions. Check the original sources before relying on an answer, attributing words to someone, or using it in a consequential decision.

Check the answer

Go back to the conversation.

  1. 01

    Open the original

    Use the citation to open the recording. Listen before and after the timestamp, and review the full conversation when the surrounding argument matters.

  2. 02

    Check who, when and what

    Confirm the speaker, the date and the question they were answering. Distinguish their own position from a story, a quotation or a hypothetical example.

  3. 03

    Verify the claim

    Check that the cited passage supports the particular claim being made. A relevant citation can still be an incomplete or misleading basis for an answer.

  4. 04

    Quote the source

    If you need someone’s actual words, verify them in the original recording. Do not turn generated dialogue or a paraphrase into a quotation attributed to the person.

Found something wrong or out of context?

Please contact us with the profile, your question, the generated answer and the source link or timestamp. Include the missing qualification or correction if you have it. That gives us a concrete example to investigate.