High Signal Podcasts Evidence ledger
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The evidence contract

Podcast claims with the evidence attached.

High Signal Podcasts indexes what was actually said on a podcast and links every claim back to its source: the episode, the speaker, the date, and a verbatim transcript excerpt. It is not a summarizer - no claim here is model-written prose about an episode. A claim is published only if its quote validates verbatim against the stored transcript segment; if it does not match, it is never published, and no confidence score can override that. As of 5 September 2026 the index holds 30,562 published claims across 1,208 episodes from 23 trusted shows.

One real claim, end to end

What a claim is here.

Verified live on 2026-09-05. Every field is checkable via the public API.

"It's unfortunate that they work so well. It's unfortunate that scaling works so well, because it's too easy for people to just sweep these problems under the carpet."

- Llion Jones, on Machine Learning Street Talk, said 23 November 2025. Attribution: verified speaker.

Speaker
Llion Jones, verified_speaker
Show
Machine Learning Street Talk
Date said
2025-11-23
Quote
byte-identical to the stored evidence row
Transcript kind
publisher_html
Episode
resolves to a page on this site with the excerpt

The claim's own record is public: GET /api/claims/27d6cf86-8403-4185-8c1d-056448739ecd returns the claim, its evidence row, and its references. The quote field on the claim and the quote field on the evidence row are the same string - that identity is what "verbatim" means here.

The refusal conditions

The gate, exactly.

Conditions under which the pipeline refuses to publish. Enforced in judgeClaim in the API worker.

ConditionOutcome
Quote does not validate verbatimNever published - quote_not_verbatim
Speaker is unknownNever published - unknown_speaker
Both confidences >= 0.85Published
Both >= 0.65, not both >= 0.85Held
Either below 0.65Draft
Unverified speaker, extraction >= 0.85Published, labelled high_confidence_unverified_speaker
  1. A high score cannot rescue a bad quote. The verbatim check runs first.
  2. Unverified speakers do not inflate the people index. Person aggregates count only verified_speaker rows - covered by a test.

The negative space

What we do not do.

The negative space is load-bearing. It is what makes "evidence" a category rather than a slogan.

  • -
    No summarization.

    Nothing on this site is model-written prose describing an episode. Every published string in a claim is a quote.

  • -
    No inference about what a speaker meant.

    The index records what was said, not its intent.

  • -
    No fact-checking verdicts.

    We verify attribution - that this person said this, in this episode, on this date. We do not adjudicate whether they were right. That is why this site does not use ClaimReview markup anywhere.

  • -
    No ranking of speakers.

    There is no authority score and no leaderboard.

  • -
    Absence is shown as absence.

    An empty search returns explicit insufficient evidence rather than a generated answer.

Honest boundaries

What this does not guarantee.

  • Transcript errors survive. An excerpt can faithfully reproduce a mistake made by a publisher or caption provider. The original episode remains the final authority.
  • The date is the episode's publication date. Not the same as the date the words were spoken.
  • Timed links are conditional. A timestamped link appears only when the excerpt came from captions on that same video.

Live figures

What the corpus contains.

Read live from the public API on 5 September 2026. Each figure names its scope.

FigureValueScope
Published claims30,562trusted shows only
Episodes with claims1,208site-wide
Attributable people956verified-speaker only
Episodes catalogued8,509includes no-claim episodes
Episodes with transcripts1,226resolved, extraction pending
Trusted shows23active and trusted
Published references1,141individual reference rows
Shows withheld2unsafe diarization

Why the catalogue is seven times the published set. 8,509 episodes catalogued; 1,226 have transcripts; 1,208 have published claims. The gap is the gate doing its job - an episode with no usable transcript produces no claims, and summarising from a description is the thing this index exists not to do.

Check it yourself

How to check any claim.

The public API is read-only. The website and API currently require no account, API key, subscription or checkout - which describes the product today and is not a promise of a permanent pricing model.

GET https://api.podcasts.highsignal.app/api/stats
GET https://api.podcasts.highsignal.app/api/claims/{id}
GET https://api.podcasts.highsignal.app/api/search?q=agents

How episodes are discovered, transcribed and extracted

The index

Browse the index.