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AI for IT PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization

By Vernon Keenan, October 30, 2023

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Illustration set in a modern medium enterprise setting. On one end, a vibrant section shows employees and customers benefiting from a conversational AI system, with icons of happy chat bubbles and efficient gears. On the other end, darker shades prevail, with symbols of money being poured into a machine, a firewall barrier, and a twisted neural network representing AI biases, depicting the challenges faced by the enterprise.

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Illustration set in a high-tech software lab where ChatGPT's impact on software engineering is explored. The central focus is a workstation with a digital interface displaying ChatGPT's architecture. On adjacent screens, lines of code are being automatically reviewed and fixed. Engineers of diverse genders and descents work together, some manually reviewing the automated fixes, while others discuss the potential and challenges of integrating Large Language Models into software repair workflows.

Illustration set in a futuristic knowledge lab where the potential of Large Language Models in Knowledge Engineering is explored. The central focus is a hybrid system where the LLM, depicted as a radiant neural cloud, intertwines with symbolic logic chains. Around this central system, researchers of diverse genders and descents are engaged in various tasks, from programming to analyzing the data, showcasing the evolution of Knowledge Engineering in the age of neuro-symbolic integration.

Illustration of a cybernetic forest. Tree-like structures symbolize Large Language Models (LLMs), with their roots diving deep into a digital ground. Sinister digital creatures, representing privacy risks, lurk in the shadows, attempting to corrupt the data flow. Luminous guardians, embodying defenses, ward off these threats, while AI-powered owls oversee, denoting future security services ensuring the protection of the forest.

Abstract depiction of the universe of Automated Software Engineering. Constellations shaped like code snippets and algorithms represent GPT-4. Shooting stars trail patterns indicating different prompting techniques, while nebula clouds swirl with vibrant colors, encapsulating empirical study data and findings.

Illustration of a futuristic enterprise lab setting. Teams of professionals of different genders and descents are interacting with advanced AI systems, inputting prompts and marveling at the generated outputs. There are VR headsets, tablets, and interactive panels aiding their collaboration. In the center, a large holographic display reads 'Prompt-a-thon', symbolizing the heart of their knowledge enhancement journey.

Illustration representing the 'generative shift hypothesis' with a central, glowing AI node radiating outwards. Surrounding it, a variety of end-users are engaged in programming tasks on screens, showing the enhanced capabilities AI has brought to them.

impact of artificial intelligence in the development of entrepreneurial rhetoric with a focus on generative language models like ChatGPT

illustration of Exploring Prompt Engineering with ChatGPT through Prompt Pattern Catalog for effective LLM Conversations

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