# aaron levie

Published articles for aaron levie.

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## Box taps Nvidia's AI models to build a rich context layer for autonomous enterprise agents

DevFeed: [Box taps Nvidia's AI models to build a rich context layer for autonomous enterprise agents](<https://devfeed.tech/articles/box-taps-nvidia-s-ai-models-to-build-a-rich-context-layer-for-autonomous-enterprise-agents-119017.md>)

Original publisher: [Read original article](<https://siliconangle.com/2026/11/05/box-taps-nvidias-ai-models-to-build-a-rich-context-layer-for-autonomous-enterprise-agents/>)

Author: Mike Wheatley

Published: 2026-11-05T14:00:44Z

Content type: news

Language: en

Sources: [SiliconANGLE](<https://devfeed.tech/sources/siliconangle.md>)

Topics: [AI-Ready Data](<https://devfeed.tech/topics/ai-ready-data.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Nemotron](<https://devfeed.tech/topics/nemotron.md>), [agentic workflows](<https://devfeed.tech/topics/agentic-workflows.md>), [ai security](<https://devfeed.tech/topics/ai-security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [aaron-levie](<https://devfeed.tech/tags/aaron-levie.md>), [agent-security](<https://devfeed.tech/tags/agent-security.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agentic-context](<https://devfeed.tech/tags/agentic-context.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent-context](<https://devfeed.tech/tags/ai-agent-context.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-context](<https://devfeed.tech/tags/ai-context.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [artificial-intelligence-agents](<https://devfeed.tech/tags/artificial-intelligence-agents.md>), [automation](<https://devfeed.tech/tags/automation.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [autonomous-enterprise](<https://devfeed.tech/tags/autonomous-enterprise.md>), [big-data](<https://devfeed.tech/tags/big-data.md>), [box](<https://devfeed.tech/tags/box.md>), [box-architect](<https://devfeed.tech/tags/box-architect.md>), [box-content-retrieval](<https://devfeed.tech/tags/box-content-retrieval.md>), [conference](<https://devfeed.tech/tags/conference.md>), [context](<https://devfeed.tech/tags/context.md>), [context-layer](<https://devfeed.tech/tags/context-layer.md>), [engine](<https://devfeed.tech/tags/engine.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [enterprise-agents](<https://devfeed.tech/tags/enterprise-agents.md>), [mcp-tools](<https://devfeed.tech/tags/mcp-tools.md>), [models](<https://devfeed.tech/tags/models.md>), [nemotron-ultra-3](<https://devfeed.tech/tags/nemotron-ultra-3.md>), [news](<https://devfeed.tech/tags/news.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-models](<https://devfeed.tech/tags/nvidia-models.md>), [open-weight-models](<https://devfeed.tech/tags/open-weight-models.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [siliconangle](<https://devfeed.tech/tags/siliconangle.md>), [the-latest](<https://devfeed.tech/tags/the-latest.md>), [top-story-6](<https://devfeed.tech/tags/top-story-6.md>)

### AI overview

Box announced tools intended to give enterprise AI agents governed access to organizational content and workflows. Box Content Retrieval uses Nvidia Nemotron Retriever embeddings with multimodal and hybrid search to index unstructured files, while retaining native file permissions. Box claims it improves search accuracy by 20%, cuts token use by up to 90%, and speeds responses about fourfold. Box Architect, due in beta later this year, will let workers build workflows in natural language using Box tools and open or closed models. New controls include classification-based file access, MCP guardrails for third-party tools, and real-time alerts for harmful agent activity. Nvidia Nemotron models in Box AI and agent security controls are available now to Enterprise Advanced and Shield customers; Context Retrieval and advanced threat detection are slated for general availability early next year for those subscribers.

### Source excerpt

Few technology firms have embraced the arrival of artificial intelligence agents quite like Box Inc., and today it went even further down the road to automation with an expanded partnership with Nvidia Corp. At its annual customer conference BoxWorks 2026, Box debuted a new retrieval engine that's powered by Nvidia's AI models and designed to [...] The post Box taps Nvidia's AI models to build a rich context layer for autonomous enterprise agents appeared first on SiliconANGLE.