Public reviews
Read shared reviews of questions, proposals, and AI answers. Open a record to inspect the model responses, disagreements, and conclusion.
353 matching reviews · newest first
Effort is estimated from maximum rounds; exact cost depends on the panel.
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30Debt, investing, retirement, mortgages, bonds, stocks, crypto, and money decisions.
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48Architecture, coding, databases, systems, infrastructure, and technical decisions.
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41AI models, LLMs, agents, prompting, evaluation, hallucinations, and AI workflows.
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5Contracts, policies, legal review, regulation, and compliance decisions.
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35Startups, product strategy, pricing, operations, growth, and business choices.
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5Research claims, evidence synthesis, experiments, academic topics, and papers.
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24Buying choices, product comparisons, replacements, and consumer decisions.
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25Media, games, sports, culture, hobbies, and entertainment choices.
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7Public policy, elections, civic issues, government, and social debates.
Other Debates
46Debates that do not fit a more specific topic yet.
- DVL2 rounds
We want to advertise “zero data retention.” In practice, we store complete prompts and responses for 14 days for abuse detection and billing reconciliation. Logs contain a pseudonymous user ID, can be accessed by five engineers, and are automatically deleted after 14 days. Customers can request immediate deletion, but deletion from backups may take another 30 days. Can we truthfully use “zero data retention”? If not, write the strongest accurate alternative claim and list the disclosures that must accompany it.
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should we migrate our monolith to microservices before we reach 10× traffic?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Kill the freemium tier that drives 80% of signups and 5% of revenue—growth suicide or margin discipline?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should a regulated bank allow employees to paste confidential deal terms into consumer ChatGPT under “personal productivity” policy?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Public statement after a model hallucination caused a customer to mis-file a regulatory form—apology, product fix, or legal-first silence?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Is our AI risk policy strong enough for an EU AI Act “high-risk” adjacent use case (credit decisioning assist)?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should we open-source the debate transcripts from internal red-teams of our own product, or does that create attack surface and PR risk?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Synthesize conflicting papers on whether multi-agent debate improves factual accuracy vs single-model self-consistency—what survives scrutiny?
- Best for
- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Can we put “99.9% uptime” on the homepage when our measured trailing-12 is 99.7% and two outages were “partial”?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Is it ethical/legal to use customer logos that used a free tier once and never signed a case-study release?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Is “eventually consistent” inventory acceptable for a checkout that can oversell digital seats during a flash sale?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Can an attacker use our multi-agent debate API as an exfil channel if tools include web fetch and file upload?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should support promise a fix timeline in writing for a P1 that depends on an upstream model provider?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Invest in this vertical AI startup whose moat is “proprietary prompts + fine-tunes” with no exclusive data rights?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Does the unit economics model still hold if model COGS doubles and we cannot raise prices for 12 months?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should we mark this private credit position down given covenant light terms and a 2-quarter revenue miss?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Ship feature flags for this pricing experiment without a kill switch that rolls back billing state—acceptable?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should we hedge FX exposure on EU revenue now, or wait until EU is >25% of bookings?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should we ban AI-generated PRs from merge without a human checklist, given two near-miss production incidents this quarter?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Postgres + pgvector now, or introduce a dedicated vector DB before RAG quality becomes a support crisis?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Replace our hand-rolled job queue with a managed one before the next incident, or harden what we have for one more quarter?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Should we migrate the monolith to services before or after we hit 10× traffic, given a 6-eng team and no dedicated platform hire?
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- Challenging assumptions
- Estimate
- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Is the founder’s related-party lease a diligence red flag that should reprice the round, or standard noise?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate - DVL2 rounds
Is storing customer documents in the same Postgres DB as auth identities an acceptable risk for a Series A security review?
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- Challenging assumptions
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- Quick · lower estimated cost
@sharjeel243Devil's Advocate
