What AI applications require engineering expertise?
Artificial IntelligenceLarge Language Modelsengineer expectationsresearch
I'm seeing a lot of AI projects being picked up and run by people without any AI or CS knowledge, or even any technical background. They "stick it into the LLM and it works"... Maybe these will crash and burn, but can folks identify the characteristics of an AI project that mean that it needs an expert running it and some smart engineers doing it?
Synthesized Answer
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AI projects that require significant engineering and expertise typically involve complex problem domains, high-stakes decision-making, or large-scale deployments. These projects often necessitate a deep understanding of AI and machine learning fundamentals, as well as software engineering best practices. For instance, applications that require real-time processing, edge AI, or integration with critical infrastructure demand careful consideration of performance, reliability, and security.
Key Takeaways
Complex problem domains require specialized AI expertise
High-stakes decision-making demands robust AI engineering
Large-scale deployments need careful performance and security considerations
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