# Trustworthy AI / Cybersecurity

Published articles for Trustworthy AI / Cybersecurity.

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## Building an Adaptive Agentic Cybersecurity System with NVIDIA Nemotron

DevFeed: [Building an Adaptive Agentic Cybersecurity System with NVIDIA Nemotron](<https://devfeed.tech/articles/building-an-adaptive-agentic-cybersecurity-system-with-nvidia-nemotron-6770.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/building-an-adaptive-agentic-cybersecurity-system-with-nvidia-nemotron/>)

Author: Michelle Horton

Published: 2026-09-01T17:00:04Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [models](<https://devfeed.tech/tags/models.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open](<https://devfeed.tech/tags/open.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [security-for-ai](<https://devfeed.tech/tags/security-for-ai.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>), [testing](<https://devfeed.tech/tags/testing.md>), [top-stories](<https://devfeed.tech/tags/top-stories.md>), [traces](<https://devfeed.tech/tags/traces.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

The article describes an agentic cybersecurity system that uses red and blue agents to continuously test attacks, analyze telemetry, generate detections, and retest them in an isolated representative environment. It discusses NVIDIA Nemotron models used with CrowdStrike SafeMind for defensive orchestration and detection generation.

### Source excerpt

AI is changing the pace of cybersecurity. Agentic systems can coordinate work and pursue complex objectives over long horizons. Security teams are beginning to...

## NVIDIA AVO Reaches 100% on ARC-AGI-3, Demonstrating a Frontier-Level General-Purpose Architecture for Long-Horizon Autonomous Agents

DevFeed: [NVIDIA AVO Reaches 100% on ARC-AGI-3, Demonstrating a Frontier-Level General-Purpose Architecture for Long-Horizon Autonomous Agents](<https://devfeed.tech/articles/nvidia-avo-reaches-100-on-arc-agi-3-demonstrating-a-frontier-level-general-purpose-architecture-for-long-horizon-autonomous-agents-6887.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/nvidia-avo-reaches-100-on-arc-agi-3-demonstrating-a-frontier-level-general-purpose-architecture-for-long-horizon-autonomous-agents/>)

Author: Tanya Lenz

Published: 2026-08-21T13:00:00Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [autonomous-agents](<https://devfeed.tech/tags/autonomous-agents.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [coding](<https://devfeed.tech/tags/coding.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-research](<https://devfeed.tech/tags/nvidia-research.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [performance](<https://devfeed.tech/tags/performance.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>), [top-stories](<https://devfeed.tech/tags/top-stories.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

NVIDIA introduces AVO, a general-purpose coding-agent architecture intended for sustained autonomous work on long, multistep tasks. The article describes its use in GPU-kernel optimization and its adaptation to the ARC-AGI-3 benchmark through different task-specific tools and evaluation.

### Source excerpt

A frontier language model is only one component of an AI agent. The surrounding agent system--often called a harness--determines how the model receives...

## Where Security Fits in an AI Agent Stack

DevFeed: [Where Security Fits in an AI Agent Stack](<https://devfeed.tech/articles/where-security-fits-in-an-ai-agent-stack-6946.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/where-security-fits-in-an-ai-agent-stack/>)

Author: Michelle Horton

Published: 2026-08-21T13:00:00Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-safety](<https://devfeed.tech/tags/ai-safety.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [inference](<https://devfeed.tech/tags/inference.md>), [nvidia-research](<https://devfeed.tech/tags/nvidia-research.md>), [openshell](<https://devfeed.tech/tags/openshell.md>), [security](<https://devfeed.tech/tags/security.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

The article explains where security controls fit in an emerging AI agent stack. It emphasizes runtime boundaries, scoped access, authorization, isolation, auditability, and defense in depth rather than relying solely on prompts, model safeguards, or harness logic.

### Source excerpt

As AI agents become more capable and operate over longer horizons, building security and trust into the applications they power becomes increasingly important....

## Four Ways to Deploy More Secure AI Agents

DevFeed: [Four Ways to Deploy More Secure AI Agents](<https://devfeed.tech/articles/four-ways-to-deploy-more-secure-ai-agents-6822.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/four-ways-to-deploy-more-secure-ai-agents/>)

Author: Michelle Horton

Published: 2026-07-30T21:09:59Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [Language models](<https://devfeed.tech/topics/language-models.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-red-team](<https://devfeed.tech/tags/ai-red-team.md>), [bash](<https://devfeed.tech/tags/bash.md>), [featured](<https://devfeed.tech/tags/featured.md>), [secrets](<https://devfeed.tech/tags/secrets.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

The article examines recurring security failures in AI agents and recommends access controls, least-privilege permissions, and safeguards for tool execution, network access, and secrets.

### Source excerpt

Knowledge workers are increasingly integrating AI agents into their workflows. Agents that function as "digital coworkers" offer clear benefits. For example,...

## Six Agent Harness Capabilities for Higher Model Performance

DevFeed: [Six Agent Harness Capabilities for Higher Model Performance](<https://devfeed.tech/articles/six-agent-harness-capabilities-for-higher-model-performance-6940.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/six-agent-harness-capabilities-for-higher-model-performance/>)

Author: Michelle Horton

Published: 2026-07-27T09:00:00Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [Developer Tools](<https://devfeed.tech/topics/developer-tools.md>), [ai observability](<https://devfeed.tech/topics/ai-observability.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [featured](<https://devfeed.tech/tags/featured.md>), [framework](<https://devfeed.tech/tags/framework.md>), [llms](<https://devfeed.tech/tags/llms.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [openshell](<https://devfeed.tech/tags/openshell.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [performance](<https://devfeed.tech/tags/performance.md>), [python](<https://devfeed.tech/tags/python.md>), [security-for-ai](<https://devfeed.tech/tags/security-for-ai.md>), [top-stories](<https://devfeed.tech/tags/top-stories.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

The article presents NVIDIA Labs Object-Oriented Agents (NOOA), a Python-based framework for building AI agents as single classes. It outlines six harness capabilities intended to improve model performance, including typed interfaces, live object references, code-based actions, programmable loops, explicit state, and model-callable APIs.

### Source excerpt

Building a great AI agent isn't just about choosing the right models. The harness is the architecture surrounding the model. How it renders context, executes...

## Building Faster Cryptography with Carryless Multiplication in NVIDIA CUDA 13.3

DevFeed: [Building Faster Cryptography with Carryless Multiplication in NVIDIA CUDA 13.3](<https://devfeed.tech/articles/building-faster-cryptography-with-carryless-multiplication-in-nvidia-cuda-13-3-6774.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/building-faster-cryptography-with-carryless-multiplication-in-nvidia-cuda-13-3/>)

Author: Michelle Horton

Published: 2026-07-15T17:37:12Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [Cryptography](<https://devfeed.tech/topics/cryptography.md>)

Tags: [benchmark](<https://devfeed.tech/tags/benchmark.md>), [cryptography](<https://devfeed.tech/tags/cryptography.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [developer-tools-techniques](<https://devfeed.tech/tags/developer-tools-techniques.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [featured](<https://devfeed.tech/tags/featured.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>), [zero-knowledge](<https://devfeed.tech/tags/zero-knowledge.md>)

### AI overview

NVIDIA CUDA 13.3 adds a carryless-multiplication PTX instruction for Ampere-and-newer GPUs. The article benchmarks GHASH and zero-knowledge sum-check workloads, describing substantial throughput gains and explaining binary extension-field arithmetic.

### Source excerpt

For over fifteen years, x86 CPUs have shipped with a dedicated hardware instruction for carryless multiplication. It's a small but stubborn primitive that...

## Hardware-Rooted AI Security That Won't Slow You Down

DevFeed: [Hardware-Rooted AI Security That Won't Slow You Down](<https://devfeed.tech/articles/hardware-rooted-ai-security-that-won-t-slow-you-down-6834.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/hardware-rooted-ai-security-that-wont-slow-you-down/>)

Author: Elizabeth Goodman

Published: 2026-07-02T21:25:42Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [Cryptography](<https://devfeed.tech/topics/cryptography.md>), [Inference Performance](<https://devfeed.tech/topics/inference-performance.md>)

Tags: [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-inference](<https://devfeed.tech/tags/ai-inference.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [blackwell](<https://devfeed.tech/tags/blackwell.md>), [cloud-services](<https://devfeed.tech/tags/cloud-services.md>), [code-software-generation](<https://devfeed.tech/tags/code-software-generation.md>), [data-center-cloud](<https://devfeed.tech/tags/data-center-cloud.md>), [dynamo-triton](<https://devfeed.tech/tags/dynamo-triton.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [featured](<https://devfeed.tech/tags/featured.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [inference-performance](<https://devfeed.tech/tags/inference-performance.md>), [latency](<https://devfeed.tech/tags/latency.md>), [nvlink](<https://devfeed.tech/tags/nvlink.md>), [security](<https://devfeed.tech/tags/security.md>), [security-for-ai](<https://devfeed.tech/tags/security-for-ai.md>), [software-defined-data-center](<https://devfeed.tech/tags/software-defined-data-center.md>), [tensorrt](<https://devfeed.tech/tags/tensorrt.md>), [tensorrt-llm](<https://devfeed.tech/tags/tensorrt-llm.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

An overview of NVIDIA Confidential Computing for protecting AI inference workloads, including hardware-rooted attestation and encryption. It reports benchmark results of up to 98% of the inference performance of configurations without confidential-computing security.

### Source excerpt

AI has transformed how organizations operate, driving unprecedented levels of productivity and innovation. However, AI adoption can be impeded by concerns...