#systems-architecture News & Analysis

2 articles tagged with #systems-architecture. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · 4d ago6/10

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Edge AI Deployment Beyond Models: A BSP-Aware Systems Framework for Industrial Embedded Platforms

This academic paper presents a systematic framework for deploying AI models on industrial embedded systems, arguing that successful Edge AI requires treating deployment as a holistic systems problem rather than a late-stage packaging task. The five-layer framework addresses hardware, BSP/OS adaptation, runtime acceleration, application inference, and operations/validation, with implications for reproducibility and field reliability in long-lifecycle industrial products.

🏢 Nvidia

AIBullisharXiv – CS AI · Apr 156/10

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Aethon: A Reference-Based Replication Primitive for Constant-Time Instantiation of Stateful AI Agents

Aethon is a new systems primitive that enables stateful AI agents to be instantiated in near-constant time by using reference-based replication instead of full materialization. This architectural innovation addresses latency and memory overhead constraints in existing AI runtime systems, making it possible to spawn, specialize, and govern agents at production scale.