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However, they are not very precise by themselves. The good news is that LLMs provide a very flexible surface for implementing a variety of cognitive strategies (that underlie human learning, problem solving and creativity) to enable construction of more robust compound-AI systems. This can be achieved through various forms: (a) Prompt engineering techniques that frame the problem as that of associative thinking or analogical reasoning by leveraging smart example selection from an example bank or the spatial/temporal context. (b) Trial-and-error techniques that iteratively refine a candidate or rank multiple candidates generated by the LLM. (c) Workflow-based agent architectures that leverage domain-specific expert strategies and conversational patterns for effective human-AI collaboration. (d) Meta-reflection techniques that can learn from LLM responses and conversations for prompt improvements. I will illustrate these concepts using a variety of tasks including programming from input-output examples or natural-language-based specifications, software-engineering tasks involving code repair or edits, action prediction, and some fuzzy tasks related to providing feedback in educational settings, evaluating conversations, and creating creative content. </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> ~75</span><br/> <span> <strong>Duration: </strong> 60 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=15912" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request 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