# Chainguard PyTorch image

Published articles for Chainguard PyTorch image.

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## The maturity gap in ML pipeline infrastructure

DevFeed: [The maturity gap in ML pipeline infrastructure](<https://devfeed.tech/articles/the-maturity-gap-in-ml-pipeline-infrastructure-13263.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/the-maturity-gap-in-ml-pipeline-infrastructure>)

Published: 2026-01-26T00:00:00Z

Content type: opinion

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [PyTorch](<https://devfeed.tech/topics/pytorch.md>)

Tags: [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [chainguard-pytorch-image](<https://devfeed.tech/tags/chainguard-pytorch-image.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [machine-learning-pipelines](<https://devfeed.tech/tags/machine-learning-pipelines.md>), [ml](<https://devfeed.tech/tags/ml.md>), [ml-ops](<https://devfeed.tech/tags/ml-ops.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [python](<https://devfeed.tech/tags/python.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [secure-by-default](<https://devfeed.tech/tags/secure-by-default.md>), [security](<https://devfeed.tech/tags/security.md>), [security-best-practices](<https://devfeed.tech/tags/security-best-practices.md>), [serialization](<https://devfeed.tech/tags/serialization.md>), [serialization-format](<https://devfeed.tech/tags/serialization-format.md>), [tooling](<https://devfeed.tech/tags/tooling.md>)

### AI overview

This article argues that ML pipeline infrastructure in 2026 has a security maturity gap: common tooling does not yet provide the secure-by-default protections expected in software engineering. It examines risks including data poisoning, model laundering, and insecure model serialization, and discusses short-term mitigations and longer-term industry improvements.

### Source excerpt

ML pipelines in 2026 still lack secure-by-default tooling. Learn the key security gaps in ML Ops and how teams can reduce risk today.

## Announcing early access to Chainguard's CUDA Optimized Images

DevFeed: [Announcing early access to Chainguard's CUDA Optimized Images](<https://devfeed.tech/articles/announcing-early-access-to-chainguard-s-cuda-optimized-images-12885.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/announcing-early-access-to-chainguards-cuda-optimized-images>)

Published: 2024-04-25T00:00:00Z

Content type: news

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [CUDA](<https://devfeed.tech/topics/cuda.md>), [container images](<https://devfeed.tech/topics/container-images.md>), [Containers](<https://devfeed.tech/topics/containers.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [PyTorch](<https://devfeed.tech/topics/pytorch.md>), [Security](<https://devfeed.tech/topics/security.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-and-cybersecurity](<https://devfeed.tech/tags/ai-and-cybersecurity.md>), [ai-development](<https://devfeed.tech/tags/ai-development.md>), [ai-software-supply-chain](<https://devfeed.tech/tags/ai-software-supply-chain.md>), [ai-software-supply-chain-security](<https://devfeed.tech/tags/ai-software-supply-chain-security.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [chainguard](<https://devfeed.tech/tags/chainguard.md>), [chainguard-images](<https://devfeed.tech/tags/chainguard-images.md>), [chainguard-pytorch-image](<https://devfeed.tech/tags/chainguard-pytorch-image.md>), [container-images](<https://devfeed.tech/tags/container-images.md>), [containers](<https://devfeed.tech/tags/containers.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [cves](<https://devfeed.tech/tags/cves.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [image-cves](<https://devfeed.tech/tags/image-cves.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [ml](<https://devfeed.tech/tags/ml.md>), [ml-and-cybersecurity](<https://devfeed.tech/tags/ml-and-cybersecurity.md>), [ml-software-supply-chain](<https://devfeed.tech/tags/ml-software-supply-chain.md>), [ml-software-supply-chain-security](<https://devfeed.tech/tags/ml-software-supply-chain-security.md>), [model-deployment](<https://devfeed.tech/tags/model-deployment.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

Chainguard announces early access to CUDA Optimized Images, designed to secure and simplify the deployment and management of NVIDIA accelerated AI applications in containers. The images target model deployment tampering, container vulnerabilities, large image sizes, driver and CUDA compatibility issues, dependency mismatches, and GPU debugging challenges.

### Source excerpt

Accelerate AI development with Chainguard's CUDA Optimized Images. Secure, streamlined NVIDIA deployments -- join our Early Access Program!