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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Siyuan Zhang

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#edge computing Dataset Open access Oct 2026

Verification strength does not buy discovery quality: a pre-registered, two-domain, hundred-pair test of verifier-bound automated research — Artifact Record

Artifact record for the manuscript "Verification strength does not buy discovery quality: a pre-registered, two-domain, hundred-pair test of verifier-bound automated research". Contents: frozen pre-registration protocol (v1.0-v1.2 with changelogs), per-pair JSONL ledgers for two domains (job-shop scheduling, n=100 pair...

Siyuan Zhang, Peter Chen, Ying Xu · 0 citations

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