Getting Creative With Prompt Constraints to Improve AI Assistants
Getting Creative With Prompt Constraints to Improve AI Assistants Reading Time: 4 mins Table of Contents Prompt constraints guide AI systems by introducing useful creative limitations. While constraints are often functional, judicious novelty sparks new possibilities. In this post, I’ll explore playful, imaginative prompt constraints to improve assistant capabilities. As an AI consultant, injecting creativity […]
Prompt Optimization Challenges and How to Address Them
Prompt Optimization Challenges and How to Address Them Reading Time: 4 mins Table of Contents While powerful, prompt engineering also comes with challenges. In this post, I’ll outline common obstacles faced when optimizing prompts and recommendations to tackle them. As an AI consultant, I’ve encountered firsthand the many pitfalls that can hinder prompt progress. Being […]
Low-Cost Prompt Optimization Tactics for Improving AI Assistants
Low-Cost Prompt Optimization Tactics for Improving AI Assistants Reading Time: 4 mins Table of Contents Robust prompt engineering does not require big budgets. Many effective techniques exist for optimizing prompts in scrappy, cost-efficient ways. In this post, I will share tactical prompt tuning approaches requiring minimal resources. As an AI consultant focused on maximizing prompt […]
Specialized Prompt Optimization for Domains Like Healthcare, Marketing, and More
Specialized Prompt Optimization for Domains Like Healthcare, Marketing, and More Reading Time: 4 mins Table of Contents One of the keys to maximizing the value of AI assistants is crafting prompts tailored to specialized domains. Generic prompts fail to activate relevant knowledge and steer away from unsafe practices. In this post, we’ll explore prompt optimization […]
Prompt Optimization Workflows: Process, Tools, and Infrastructure
Prompt Optimization Workflows: Process, Tools, and Infrastructure Reading Time: 4 mins Table of Contents To scale prompt engineering and maximize its impact requires deliberate workflows. In this post, I’ll share recommendations for prompt optimization processes, tools, and infrastructure based on best practices I’ve refined through my work as an AI consultant. Whether optimizing prompts for […]
Establishing Prompt Engineering Metrics to Track AI Assistant Improvements
Establishing Prompt Engineering Metrics to Track AI Assistant Improvements Reading Time: 4 mins Table of Contents To optimize prompts effectively, we need concrete metrics to guide refinements and quantify gains. Establishing the right performance metrics is key for prompt engineering rigor and impact. In this post, I’ll explore proven metrics to quantify the impact of […]
Mining Human Feedback for Prompt Insights to Improve AI Assistants
Mining Human Feedback for Prompt Insights to Improve AI Assistants Reading Time: 4 mins Table of Contents Optimizing AI assistant prompts is an iterative process. Human feedback provides invaluable qualitative insights to guide refinements. In this post, I’ll explore methods for mining human assessments to uncover prompt improvements. As an applied AI researcher, I leverage […]
Prompt Optimization for Long-Form Content with AI Assistants
Prompt Optimization for Long-Form Content with AI Assistants Reading Time: 4 mins Table of Contents Many AI assistants today excel at concise responses but struggle producing long-form content like reports, stories, and analysis. With the right prompts, we can unlock more extended, complex generation capabilities. In this post, I’ll explore specialized techniques to optimize prompts […]
Avoiding Overfitting Through Prompt Variation for AI Assistants
Avoiding Overfitting Through Prompt Variation for AI Assistants Reading Time: 4 mins Table of Contents A key priority in prompt engineering is avoiding overfitting. Overfitting occurs when an AI assistant becomes too specialized at answering a narrow prompt sample, losing generalizability. By introducing smart prompt variation, we can reduce overfitting risks. In this post, I’ll […]
A Guide to Iterative Prompt Testing for AI Assistants
A Guide to Iterative Prompt Testing for AI Assistants Reading Time: 4 mins Table of Contents The key to maximizing the power of AI assistants is iterative prompt testing. No initial prompt will be perfect. By methodically testing variations, we can continuously refine prompts. In this guide, I’ll share proven techniques for iterative prompt testing […]