You can deploy this model and start earning money today!

thaki-AI/
daily-paper-2026-07-11-verify-gated-fanout-pareto

cc-by-4.0

llm-as-a-judge

multi-agent-systems

adversarial-verification

hallucination-detection

cost-quality-tradeoff

pareto-optimality

fan-out-harness

claude

Views

No views yet

	Verify-Gated Fan-Out: Measuring the Cost-Quality Pareto Frontier of Adversarial Verification in Tiered Multi-Agent Skill Workflows

TL;DR — Controlled empirical measurement of adversarial verification for multi-agent fan-out: the cheapest tier (Haiku, N=1, $3.46) Pareto-dominates all 27 configurations, and increasing skeptic breadth beyond N=1 can harm safety due to a Condorcet-style vote-dilution effect.

ThakiCloud AI Research · 2026-07-11 · 📝 Tech blog (KO)… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-07-11-verify-gated-fanout-pareto.