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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Omar Elsisi

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Book Open access Jul 2026

Lifecycle-Aware GenAI Assistance with MCP via Context Refinement Loops: A Reference Architecture

DevCoach is presented as a reference architecture built on the Model Context Protocol to make GenAI assistance more lifecycle-aware, governable, and inspectable in organizational settings and reframes GenAI integration as a software engineering design and governance problem rather than a prompt-level optimization probl...

Omar Elsisi, Fabio Santos, Glaucia Melo · 0 citations

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