# AI sandbox security

Published articles for AI sandbox security.

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## Securing NVIDIA AI stacks for enterprise environments

DevFeed: [Securing NVIDIA AI stacks for enterprise environments](<https://devfeed.tech/articles/securing-nvidia-ai-stacks-for-enterprise-environments-53261.md>)

Original publisher: [Read original article](<https://webflow.sysdig.com/blog/securing-nvidia-ai-stacks-for-enterprise-environments>)

Author: Manuel Boira

Published: 2026-05-21T00:00:00Z

Content type: article

Language: en

Sources: [Sysdig](<https://devfeed.tech/sources/sysdig-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Security](<https://devfeed.tech/topics/security.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [Cloud Native Ecosystem](<https://devfeed.tech/topics/cloud-native-ecosystem.md>), [container](<https://devfeed.tech/topics/container.md>), [NeMo](<https://devfeed.tech/topics/nemo.md>), [NemoClaw](<https://devfeed.tech/topics/nemoclaw.md>), [OpenClaw](<https://devfeed.tech/topics/openclaw.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agentic-ai-security](<https://devfeed.tech/tags/agentic-ai-security.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-cloud-security](<https://devfeed.tech/tags/ai-cloud-security.md>), [ai-guardrails](<https://devfeed.tech/tags/ai-guardrails.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-infrastructure-security](<https://devfeed.tech/tags/ai-infrastructure-security.md>), [ai-runtime-security](<https://devfeed.tech/tags/ai-runtime-security.md>), [ai-runtime-visibility](<https://devfeed.tech/tags/ai-runtime-visibility.md>), [ai-sandbox-security](<https://devfeed.tech/tags/ai-sandbox-security.md>), [ai-security-monitoring](<https://devfeed.tech/tags/ai-security-monitoring.md>), [ai-supply-chain-security](<https://devfeed.tech/tags/ai-supply-chain-security.md>), [ai-threat-detection](<https://devfeed.tech/tags/ai-threat-detection.md>), [ai-workload-protection](<https://devfeed.tech/tags/ai-workload-protection.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [cloud-native-ai-security](<https://devfeed.tech/tags/cloud-native-ai-security.md>), [container-security-for-ai](<https://devfeed.tech/tags/container-security-for-ai.md>), [containers](<https://devfeed.tech/tags/containers.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [falco](<https://devfeed.tech/tags/falco.md>), [generative-ai-security](<https://devfeed.tech/tags/generative-ai-security.md>), [gpu-workload-security](<https://devfeed.tech/tags/gpu-workload-security.md>), [kubernetes-ai-security](<https://devfeed.tech/tags/kubernetes-ai-security.md>), [llm-runtime-security](<https://devfeed.tech/tags/llm-runtime-security.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [nemoclaw](<https://devfeed.tech/tags/nemoclaw.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-ai-security](<https://devfeed.tech/tags/nvidia-ai-security.md>), [nvidia-ai-stack-security](<https://devfeed.tech/tags/nvidia-ai-stack-security.md>), [nvidia-nemo-security](<https://devfeed.tech/tags/nvidia-nemo-security.md>), [nvidia-nim-security](<https://devfeed.tech/tags/nvidia-nim-security.md>), [runtime-protection-for-ai](<https://devfeed.tech/tags/runtime-protection-for-ai.md>), [secure-ai-factories](<https://devfeed.tech/tags/secure-ai-factories.md>), [securing-ai-agents](<https://devfeed.tech/tags/securing-ai-agents.md>), [sysdig-nvidia-security](<https://devfeed.tech/tags/sysdig-nvidia-security.md>)

### AI overview

This article explains how enterprises can secure NVIDIA AI stacks across the software development lifecycle and runtime. It emphasizes runtime visibility and security for cloud-native AI infrastructure involving models, agents, containers, cloud services, identities, workloads, and data, and describes NVIDIA and Sysdig as complementary controls.

### Source excerpt

NVIDIA's transition from designing GPUs for 3D graphics to becoming the leading force driving AI factories, hyperscalers, and neoclouds is transforming technology.

## Agentic AI tooling: Why runtime security is the missing layer

DevFeed: [Agentic AI tooling: Why runtime security is the missing layer](<https://devfeed.tech/articles/agentic-ai-tooling-why-runtime-security-is-the-missing-layer-53192.md>)

Original publisher: [Read original article](<https://webflow.sysdig.com/blog/agentic-ai-tooling-why-runtime-security-is-the-missing-layer>)

Author: Alejandro Magallon

Published: 2026-05-19T00:00:00Z

Content type: article

Language: en

Sources: [Sysdig](<https://devfeed.tech/sources/sysdig-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Security](<https://devfeed.tech/topics/security.md>), [Developer Tools](<https://devfeed.tech/topics/developer-tools.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Multi Agent Systems](<https://devfeed.tech/topics/multi-agent-systems.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Microservices](<https://devfeed.tech/topics/microservices.md>), [Bash](<https://devfeed.tech/topics/bash.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [agentic-ai-security](<https://devfeed.tech/tags/agentic-ai-security.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent-attack-surface](<https://devfeed.tech/tags/ai-agent-attack-surface.md>), [ai-agent-observability](<https://devfeed.tech/tags/ai-agent-observability.md>), [ai-agent-security](<https://devfeed.tech/tags/ai-agent-security.md>), [ai-agent-vulnerabilities](<https://devfeed.tech/tags/ai-agent-vulnerabilities.md>), [ai-coding-agent](<https://devfeed.tech/tags/ai-coding-agent.md>), [ai-coding-agent-security](<https://devfeed.tech/tags/ai-coding-agent-security.md>), [ai-container-security](<https://devfeed.tech/tags/ai-container-security.md>), [ai-credential-theft](<https://devfeed.tech/tags/ai-credential-theft.md>), [ai-infrastructure-security](<https://devfeed.tech/tags/ai-infrastructure-security.md>), [ai-orchestration-security](<https://devfeed.tech/tags/ai-orchestration-security.md>), [ai-runtime-monitoring](<https://devfeed.tech/tags/ai-runtime-monitoring.md>), [ai-runtime-security](<https://devfeed.tech/tags/ai-runtime-security.md>), [ai-sandbox-security](<https://devfeed.tech/tags/ai-sandbox-security.md>), [ai-security-posture](<https://devfeed.tech/tags/ai-security-posture.md>), [ai-workload-security](<https://devfeed.tech/tags/ai-workload-security.md>), [apis](<https://devfeed.tech/tags/apis.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-runtime-security](<https://devfeed.tech/tags/cloud-runtime-security.md>), [commands](<https://devfeed.tech/tags/commands.md>), [credential-theft](<https://devfeed.tech/tags/credential-theft.md>), [falco-runtime-security](<https://devfeed.tech/tags/falco-runtime-security.md>), [guardrails](<https://devfeed.tech/tags/guardrails.md>), [indirect-prompt-injection](<https://devfeed.tech/tags/indirect-prompt-injection.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [llm-security-risks](<https://devfeed.tech/tags/llm-security-risks.md>), [mcp-tool-poisoning](<https://devfeed.tech/tags/mcp-tool-poisoning.md>), [mitre-atlas-ai](<https://devfeed.tech/tags/mitre-atlas-ai.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [multi-agent-security](<https://devfeed.tech/tags/multi-agent-security.md>), [owasp-llm06-excessive-agency](<https://devfeed.tech/tags/owasp-llm06-excessive-agency.md>), [runtime-security](<https://devfeed.tech/tags/runtime-security.md>), [runtime-threat-detection](<https://devfeed.tech/tags/runtime-threat-detection.md>), [security](<https://devfeed.tech/tags/security.md>), [security-prompt-injection-attacks](<https://devfeed.tech/tags/security-prompt-injection-attacks.md>), [sysdig-ai-workload-security](<https://devfeed.tech/tags/sysdig-ai-workload-security.md>), [tooling](<https://devfeed.tech/tags/tooling.md>)

### AI overview

This article examines the security risks of agentic AI tooling. It describes how AI coding agents can access files, execute shell commands, call APIs, modify cloud configuration, and delegate work across agents without continuous human approval or runtime visibility. It outlines attack surfaces across MCP, skills, SDKs, managed agent platforms, and orchestration layers, including tool poisoning, credential theft, excessive agency, and lateral movement.

### Source excerpt

A developer asks an AI coding agent to refactor a microservice. Within seconds, the agent opens source files, executes shell commands, calls external APIs, and modifies cloud configuration. No human approves each step. No security tool monitors what the agent does between receiving the prompt and delivering the result.