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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

Author

João Coelho

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Book Open access Jul 2026

DeepResearchGym: A Free, Transparent, and Reproducible Sandbox for Deep Research

The sandbox provides a search API that indexes large-scale public web corpora, namely ClueWeb22 and FineWeb, using a state-of-the-art dense retriever and approximate nearest neighbor search via DiskANN and achieves comparable latency to popular commercial APIs while ensuring stable document rankings across runs.

João Coelho, Jingjie Ning, Jingyuan He et al. · 3 citations

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