Hacker News user totisjosema found the transcripts interesting and described models changing each other’s views. This is an individual reaction to the launch version.
totisjosema · Hacker News · Publication date unavailable · Checked 2026-10-04
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Reading competing arguments A caution about model consensus
Artificial Intelligence / Specialized Chatbots
AI Roundtable
Opper’s AI Roundtable asks a selected panel of models the same question, with optional debate and a reviewer summary.
Logo: AI Roundtable by Opper
tool · Limited available evidence · Checked 2026-10-04
Overview
Opper’s AI Roundtable asks a selected panel of models the same question, with optional debate and a reviewer summary.[1]
Use cases
- Explore where models agree or disagree, and inspect the reasoning behind their answers.[1]
Features
- Poll mode asks models independently. Debate adds a second round when they disagree, allowing responses to other arguments.[1]
Limitations
- The project’s statistics measure agreement with the chosen panel, not whether a conclusion is correct.[2]
Access and availability
- A public API budget supports the app. Bringing an Opper API key uses the owner’s credits and makes those sessions unlisted by default.[1]
Public user feedback
Attributed external experiences. These are separate from verified specifications and vendor claims.
ad-tech argued that model debates can measure persuasion rather than correctness, and suggested using disagreement to find edge cases. The comment reports experience with internal tools rather than a controlled test of this app.
ad-tech · Hacker News · Publication date unavailable · Checked 2026-10-04
Links
Sources and evidence gaps
- AI Roundtable author’s explanationofficial · checked 2026-10-04
- AI Roundtable methodology and statisticsofficial · checked 2026-10-04
- The fetched discussion displays relative timestamps; exact comment dates are omitted. Current model limits and commercial API costs need a live account check.