algorithm.reviews
live-web fact-checking · signed receipts

An algorithm that reviews — and shows its work.

Paste a claim, a “best of 2026” listicle, a vendor pitch, or a URL. A governed agent fans out across the live web, decides which sources are admissible (fail-closed), and ships a signed review receipt you can verify — while you watch every admit / reject decision in real time.

⌘/Ctrl + Enter to run · the agent searches the live web and shows every admit/reject decision

How it works

1

Execution plane — research

Decompose the input into atomic claims, then fan out across the live web (Nimble Search/Extract, with a keyless fallback) to gather candidate sources.

2

Governance plane — admissibility

A fail-closed policy admits or rejects each source — stale, low-authority, off-topic, or unsourced gets rejected, with the reason shown. No admissible evidence ⇒ ‘unverifiable’, never ‘false’.

3

Adjudication — verify + dissent

A verdict is formed strictly from admitted evidence, with per-claim confidence, the strongest counter-evidence (dissent), and verbatim citations with timestamps.

4

Signed receipt

The result is signed with an ECDSA P-256 key over a deterministic canonical payload. Anyone can verify it against the published public key — re-run and the signature only changes if the evidence does.