# Limitations of a single AI model

DevFeed: [Limitations of a single AI model](<https://devfeed.tech/articles/limitations-of-a-single-ai-model-8002.md>)

Original publisher: [Read original article](<https://snyk.io/blog/limitations-of-single-ai-model/>)

Author: Frank Fischer

Published: 2023-08-07T05:00:00Z

Content type: article

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Deep learning](<https://devfeed.tech/topics/deep-learning.md>)

Tags: [acquisition](<https://devfeed.tech/tags/acquisition.md>), [ai](<https://devfeed.tech/tags/ai.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [code](<https://devfeed.tech/tags/code.md>), [deep-learning](<https://devfeed.tech/tags/deep-learning.md>), [devops](<https://devfeed.tech/tags/devops.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [executive](<https://devfeed.tech/tags/executive.md>), [gans](<https://devfeed.tech/tags/gans.md>), [llm](<https://devfeed.tech/tags/llm.md>), [ml](<https://devfeed.tech/tags/ml.md>), [pmm](<https://devfeed.tech/tags/pmm.md>), [security](<https://devfeed.tech/tags/security.md>), [snyk-code](<https://devfeed.tech/tags/snyk-code.md>), [snyk-platform](<https://devfeed.tech/tags/snyk-platform.md>)

## AI overview

The article explains that artificial intelligence is broader than large language models, describing logical and statistical approaches and giving cybersecurity examples such as intrusion detection and SAST. It also introduces generative AI, GANs, and Transformers.

## Source excerpt

Let's discuss the limitations of relying on a single AI model and the pros and cons of today's most popular models.