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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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Yanqing Li

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#software testing Open access Oct 2026

Code Supplement for: Causal Calendar-Factor Updating for Small-Sample Monthly AQI Forecasting from Monitoring Records

Version 1.2.0 code-only supplement for the revised manuscript. Includes revision analysis scripts and tests, model-grid specifications, recorded software and seed metadata, and SHA-256 fingerprints for retained input files. Real AQI inputs and data-derived outputs are excluded because redistribution permission has not...

Yanqing Li, Xiaohong Dong, Yu Gao · 0 citations

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