From the course: CompTIA SecAI+ (CY0-001) Cert Prep
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IDE plug-ins
From the course: CompTIA SecAI+ (CY0-001) Cert Prep
IDE plug-ins
An Integrated Development Environment, or IDE, combines source code editing, debugging, version control, and testing into a single workspace. Developers have long customized these environments with plugins that add features. Those plugins now include AI assistants that help you write better, more secure code. AI plugins for IDEs act like smart coding partners. They autocomplete functions, suggest improvements, and warn about insecure patterns before code ever leaves the developer's machine. Instead of waiting for a security review that happens after a pull request, the developer gets immediate, in-context feedback while they type. If you try to build a SQL query by concatenating user input, the plugin can flag that line and recommend parameterized queries instead. That feedback improves code quality and reinforces secure development practices early in the lifecycle. These tools can detect secrets accidentally committed to source code, identify outdated or vulnerable libraries, and…
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Contents
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The AI lifecycle1m 39s
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Business alignment in the AI lifecycle1m 43s
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Data collection2m 20s
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Data preparation3m 15s
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Model development and selection2m 13s
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Model evaluation and validation2m 29s
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Model deployment and integration3m 25s
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Monitoring and maintenance3m 19s
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Manipulating application integrations4m 8s
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AI supply chain attacks2m 4s
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Insecure plug-in design2m 9s
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Insecure output handling1m 23s
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Output integrity attacks2m 8s
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Model denial of service1m 31s
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Excessive agency1m 33s
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Overreliance1m 34s
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AI hallucinations1m 4s
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Monitoring prompts and responses2m 51s
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Log monitoring4m 30s
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Rate and cost monitoring5m 1s
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Auditing for AI hallucinations3m 33s
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Auditing for accuracy3m 29s
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Auditing for bias and fairness4m 35s
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Auditing access and security compliance3m 48s
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Responsible AI5m 29s
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AI risks2m 23s
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Introduction of bias2m 37s
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Accidental data leakage2m 53s
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Reputational loss2m 11s
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Accuracy and performance of the model2m 22s
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Intellectual property risks3m 31s
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Autonomous systems2m 27s
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Shadow IT and shadow AI1m 48s
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Awareness training2m 21s
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