# Security Practices for Logging, Shift-Left Vulnerability Detection, Zero Trust, and AI Risk Management

DevFeed: [Security Practices for Logging, Shift-Left Vulnerability Detection, Zero Trust, and AI Risk Management](<https://devfeed.tech/articles/did-you-make-the-security-naughty-or-nice-list-this-year-8023.md>)

Original publisher: [Read original article](<https://snyk.io/blog/naughty-and-nice-security-practices/>)

Author: Mariah Gresham

Published: 2024-12-24T05:00:00Z

Content type: opinion

Language: en

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

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [Logging](<https://devfeed.tech/topics/logging.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Zero Trust](<https://devfeed.tech/topics/zero-trust.md>), [Machine Learning, Security Attacks](<https://devfeed.tech/topics/machine-learning-security-attacks.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [logging](<https://devfeed.tech/tags/logging.md>), [megawatt](<https://devfeed.tech/tags/megawatt.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [security](<https://devfeed.tech/tags/security.md>), [shift-left](<https://devfeed.tech/tags/shift-left.md>), [snyk-code](<https://devfeed.tech/tags/snyk-code.md>), [zero-trust](<https://devfeed.tech/tags/zero-trust.md>)

## AI overview

This year-end security review contrasts practices that increase risk with practices that improve protection. It covers comprehensive logging and real-time monitoring, identifying vulnerabilities during development with Snyk Code, securing legacy systems, zero-trust architecture, and risks involving AI-generated code and machine learning attacks.

## Source excerpt

Is your team on the naughty or nice list? Read on to see if your security practices make the cut this holiday season.