Okay, I've searched for Lead Generative AI Engineer positions in the US, specifically remote roles that focus on generative AI infrastructure. I found 42 positions that require 7+ years of experience with strong Python skills and hands-on experience with OpenAI and machine learning products. You can review them now.

Sure. Here's the analysis:

Job Analysis:

The Lead Generative AI Engineer (RAG & Agent Platform) position at Mappa represents a pivotal role in advancing the company’s vision through the design and scaling of its generative AI infrastructure. The primary focus of this role is on building and maintaining the full technology stack that supports the company's AI capabilities, particularly in developing tools for voice interfaces, prompt pipelines, and retrieval-augmented generation systems. Success in this role goes beyond mere technical delivery; the candidate must navigate a fast-paced, high-complexity environment, demonstrating the ability to bring theoretical concepts into actionable, scalable products. Candidates will face challenges such as integrating various AI systems and ensuring that they function reliably under real-world conditions. A performance expectation in the first 6-12 months might involve successfully deploying robust systems that can handle a substantial increase in diagnostic cases, effectively collaborating with the product team, and mentoring junior engineers to foster a culture of technical excellence and innovation.

Company Analysis:

Mappa is strategically positioned within the talent acquisition industry, utilizing advanced technologies, such as voice AI and big data, to transform traditional hiring processes. The company's focus on speed and cost-efficiency distinguishes it as a disruptor in the market, suggesting that the Lead Generative AI Engineer will operate in an innovative and rapidly evolving environment. The company's culture likely emphasizes agility, collaboration, and a results-oriented mindset, which aligns with the role's hands-on, builder-first approach. The position reports directly to the CEO, indicating a high level of visibility and influence, along with the expectation for strong alignment with the organization’s mission. The role serves to meet Mappa’s goals of scaling its generative AI infrastructure and enhancing operational efficiencies, making it critical for supporting the company’s growth trajectory and positioning it for future success.

Absolutely. Here are some mock interview questions that could come up:

• Tell me about a time when you successfully led a complex AI project. What were the challenges, and how did you overcome them?
• How do you prioritize tasks when building AI systems with competing deadlines?
• Describe an instance where you had to work with cross-functional teams. How did you ensure everyone was aligned with the project goals?
• Can you discuss a time when you had to mentor junior engineers or peers? What approach did you take?
• What strategies would you use to design and implement an effective prompt pipeline for LLMs?
• How would you approach building a voice interface using Whisper in a high-stakes environment?
• What would be your first steps in creating a retrieval-augmented generation (RAG) system for Mappa?
• Imagine your team faces a sudden surge in demand for AI products. How would you manage the engineering workload and maintain quality?
• Why are you interested in working at Mappa specifically, and how do you see your skills contributing to our mission?
• How do Mappa's values align with your professional principles and practices?
• What excites you most about the potential of generative AI in the context of talent acquisition and operational efficiency?
• What is the most challenging technical project you've worked on, and how would you apply the lessons learned from that experience to this role?
• Given the requirement for fluency in both Spanish and English, how do you see language skills contributing to your effectiveness in this position?
• What specific innovations do you think could be pursued at Mappa to enhance its generative AI offerings?