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Scalable AI Governance \& Evaluation

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SAGE: Scalable AI Governance & Evaluation

Announce Type: replace Abstract: Evaluating relevance in large-scale search systems is fundamentally constrained by the governance gap between nuanced, resource-constrained human oversight and the high-throughput requirements of production systems. While traditional approaches rely on engagement proxies or sparse manual review, these methods often fail to capture the full scope of high-impact relevance failures. We present \textbf{SAGE} (Scalable AI Governance \& Evaluation), a framework...

arXiv CS 5d ago

PASTA: A Scalable Framework for Multi-Policy AI Compliance Evaluation

arXiv:2601.11702v3 Announce Type: replace Abstract: AI compliance is becoming increasingly critical as AI systems grow more powerful and pervasive. Yet the rapid expansion of AI policies creates substantial burdens for resource-constrained practitioners lacking policy expertise. Existing approaches typically address one policy at a time, making multi-policy compliance costly.

arXiv CS 9d ago

DMF: A Deterministic Memory Framework for Conversational AI Agents

arXiv:2606.03463v1 Announce Type: new Abstract: Conversational AI agents require memory systems that are both scalable and semantically coherent across long interaction horizons. Existing approaches rely predominantly on large language model (LLM)-based summarisation at write time, which introduces non-determinism, escalating token costs, and opacity in pruning decisions. We present the Deterministic Memory Framework (DMF), a CPU-first approach that replaces generative memory compression...

arXiv CS 7d ago

Tuesday briefing: Is a social media ban in the UK enough to help protect young people?

In today’s newsletter: With Keir Starmer expected to announce Australia-style restrictions, further problems – including AI chatbots - are on the horizonGood morning. Keir Starmer’s expected speech next week about young people’s access to social media will be analysed as much for how it benefits the outcome of a certain byelection, as its safeguarding of children’s synapses. After issuing an ultimatum to tech firms yesterday to block children’s phones from sharing nude images, the government...

The Guardian World 1d ago