Live Web Evidence Agent

The numbers below come from the bundled public-page snapshot, not a live API call. They show the source-led workflow: pull sources, extract claims, block unsafe lines, hand off to a human.

4source cards

6extracted claims

3blocked claims

1human handoff gate

One-Sentence Pitch

judge hook

For teams using AI to research the live web, Live Web Evidence Agent turns current pages into a claim ledger so confident answers become reviewable evidence.

First-Time Guide

start here

What this doesIt turns web research into sources, claims, blocked claims, and an answer a human can approve.

How to use itEnter a research question, build the packet, then read the claim ledger before using the answer.

What to trustTrust sourced claims more than the final paragraph. Refresh sources before final submission.

When to stopIf a claim is blocked, do not repeat it until a human approves updated evidence.

30-Second Review Path

review fast

1. Read the questionStart with the research question and the dated source snapshot.

2. Inspect the ledgerCheck source cards, confidence, and blocked claims before reading the final answer.

3. Approve carefullyUse only approval-ready claims and refresh sources before public or final use.

Review Path

source first

1. Pull sourcesStart from dated pages and source cards, not a free-floating answer.

2. Extract claimsTurn page evidence into a ledger with confidence and source IDs.

3. Block unsafe linesSeparate useful claims from claims that should not be repeated yet.

4. Call the humanExport an approval answer and handoff packet only after the risky lines are visible.

Snapshot status: loading public evidence snapshot.

Source Cards

traceable claims

Claim Ledger

confidence visible

Claim	Source	Confidence	Decision

Blocked Claims

do not repeat

Follow-Up Search Plan

next crawl

Voice Handoff Gate

calls the human

Resume Packet

This public browser demo previews the escalation protocol. In a local agent workflow, the same packet can trigger a system voice call only when human approval is required.

Approval-Ready Answer

export