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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

Sanmi Koyejo

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Preprint Aug 2026

A Few Pages of Markdown: Committed AI Configuration and Lower Quality Cost after Coding-Agent Adoption

Coding agents increase development velocity but also technical debt. Prior work reports only average effects across adopters, hiding wide differences between teams. We introduce RAMP (Repository AI Maturity Profile), a four-level cumulative maturity model grounded in version-controlled artifacts that teams commit to co...

Yegor Denisov-Blanch, Shyam Agarwal, Pavel Azaletskiy et al. · 0 citations
Preprint Aug 2026

What to Forget in Unlearning? Forget Set Curation for Language Models

This work introduces CleanSlate, a benchmark for verbatim output suppression over songs and books, with model-specific extraction profiles, content-grounded QA, and capability-retention evaluations, and shows that practical unlearning is not only an optimization problem once a forget set is given, but also what can be...

Animesh Jha, Arpandeep Khatua, Youssef Allouah et al. · 0 citations

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