Kerrie Holley and Bill Brown

Elevate AI Architect Skills

Google

Cisco

Optum

Kerrie Holley

Retired Google Technology Executive, Optum SVP/Fellow, IBM Fellow, and Cisco VP.

Bill Brown

Understand the 8 AI system types and which architectural artifacts are required for each system type.

AIscape Framework & Essential Artifacts

Master systematic reasoning for AI choices instead of following trends or technology preferences.

AI Architectural Decision-Making

Learn how architectural patterns guide AI system design and why pattern thinking matters for success.

Introduction to Pattern Thinking

The Problem: Scaling organizational expertise with generative AI&nbsp;captures the basics but misses the distinctive thinking patterns and cultural fingerprint that differentiate your organization. The Solution: Capture, automate and reimagine your distinctive methodology with agentic systems using frameworks emerging from years of strategic consulting and building AI tools for Fortune 500 companies and think tanks. We provide the strategic insight and hands-on capabilities to integrate generative AI strategically—in a way that preserves your competitive advantage while unlocking new dimensions of interactivity and personalization. Effective AI integration requires new collaboration frameworks between domain experts and technical teams — we teach you how to bridge this gap so expert knowledge translates into reliable, personalized AI outputs. You will master the frameworks we have been applying for half a decade for global consultancies and companies, walking away with a repeatable blueprint for scaling generative AI across the enterprise. Atop the theoretical bedrock, we bring heavy focus on hands-on practice doing unglamorous but essential work for mastering generative tool deployment: data plumbing, iterative evaluation and stress-testing, collaborative prompt design and de-risking roll-outs through phased deployment. This is not just a course. This is a commitment of experts with a decade of combined experience to transform your workflows and multiply your organization's output.- Unlimited one-on-one consultation opportunities during the course- Proprietary chatbots trained on the learning content- A resource hub 3 years in the making- Takeaway: The extent of your learning is bordered only by the time you are willing to commit.

Transform Your Organization's Expertise Into AI-Powered Competitive Advantage

Course syllabus

Synchronous zoom lecture on Tuesday, focusing on the conceptual backbone of AI agent functionality and applications. Recordings of class will be available soon after its completion.

Tuesday

An async walkthrough will guide you in building functional prototypes of AI Agents. You will get to shape the project deliverable. Lecturers will be available by email, during office hours and via one-on-one sessions throughout the week for questions and support.

Weekly projects (async)

Optional office hours where you can ask questions and receive personal guidance on developing your AI applications.

Tuesday & Thursday

Schedule 1:1 coaching time with instructors for individualized help with your hands-on projects, privately thinking through a use-case, or whatever else you need.

1:1 Coaching

Course schedule

Executive Leaders who need to scale organizational capabilities with AI while preserving competitive differentiation

Project/Product Managers leading cross-functional AI integration initiatives bridging domain expertise with technical implementation

Domain Specialists who want to enhance their analytical workflow through custom AI applications without having to code

Who is this course for

What you’ll get out of this course

Master the end-to-end methodology from initial requirements to production launch, including risk assessment, phased implementation, and organizational adoption strategies that minimize disruption while maximizing competitive advantage

Strategic AI Integration Frameworks

Transform unstructured institutional knowledge like meeting transcripts, reports, and backlogs into agentic systems that prevent your expertise from walking out the door with the next turnover

Culture Capture From Unstructured Data

Design and implement human-in-the-loop evaluation systems and testing methodologies that ensure trust, relevance, and reliability

Quality Assurance and Evaluation Frameworks

Navigate technical tradeoffs across compliance, latency, and cost vectors while managing non-technical stakeholders through AI development cycles and scope definition

Strategic Decision-Making and Project Management

Update your awareness with strategic foresight and thorough ecosystem analysis of AI affordances in specific industries, domains and modalities, enabling informed investment decisions and long-term positioning

AI Ecosystem Intelligence and Future Planning

Automate and amplify institutional knowledge through AI agents that embody your cultural DNA

Lev Gorelov

Jeremy Kirshbaum

Cohort 14

Cohort 15

If you're like many ambitious professionals, you're not new to AI. You use the tools, follow the news, and see the potential. Yet, you feel a persistent gap between your current usage and what's truly possible. You probably recognize these challenges: 1. Your AI usage feels ad-hoc. You can write impressive prompts and accomplish isolated tasks, but you lack a systematic way to build reliable, scalable solutions that integrate into complex workflows. You see impressive demos online but don't have a clear path to building them yourself. 2. You're struggling to distinguish signal from noise. The relentless stream of new models, research papers, and "ultimate guides" is impossible to keep up with. You worry that you're investing time in learning skills and tools that will become obsolete in a few months. You need a way to identify the foundational principles that last. 3. You see a massive career opportunity but aren't sure how to seize it. You don't just want to be a user of AI; you want to be the person who can confidently lead projects, architect solutions, and guide your team. You want to become the go-to expert, but you need a structured path to get there. If this sounds familiar, it's because you've moved beyond the beginner stage. You're ready to tackle the next set of challenges, and that is precisely where our course begins. It is built on a single yet prfound premise: the most effective way to master AI is to build with it. We teach you how to create practical applications and then connect them to the underlying research. This ensures you not only know how to build, but why your solutions work, allowing you to adapt to any new tool or model in the future. More importantly, building with AI energizes you to keep learning, develops your taste, and enables you to seize opportunities. What You Will Be Able to DoThis course is about acquiring practical capabilities. By the end of this course, you will be able to: 1. Build and Deploy Functional AI Prototypes You will move from ad-hoc prompting to engineering reliable systems. You will learn to write code that integrates LLMs with other tools and data sources to solve real-world problems. Specifically:- Build a Q&amp;A bot over your own documents (e.g., Confluence, internal wikis) using AI native methods beyond RAG.- Create automated workflows, such as generating a weekly summary report from Jira tickets or processing inbound emails.- Connect AI to external tools and APIs to perform actions, moving beyond simple text generation.- Evaluate, debug and improve the output of LLMs in a systematic way. 2. Develop a Durable Framework for Learning New Concepts You will learn how to distinguish between temporary trends and fundamental principles. This will enable you to learn effectively, cut through the noise, and focus on what truly matters. Specifically:- Understand the core mechanics of LLMs, such as context windows and attention, and how they impact performance.- Confidently assess new AI models, papers, and tools to determine their actual value for your work.- Develop a first-principles approach to prompt engineering, moving beyond simple templates.Identify the inherent limitations of current AI (e.g., hallucination, reasoning failures) and design systems to mitigate them. 3. Become the Go-To AI Strategist in Your Role You will gain the confidence and clarity to lead. This course provides the structure to not only enhance your own work but also to guide your team and organization. Specifically:- Identify and scope high-value AI opportunities within your own business workflow.- Lead an AI project from an idea to a working prototype.- Clearly articulate the capabilities, costs, and limitations of a proposed GenAI solution to stakeholders.- Establish best practices for integrating AI into your team's existing processes. How You Will Learn: A System for MasteryOur course is a comprehensive system designed for deep, practical learning. It combines live instruction, hands-on application, and an extensive knowledge base to ensure you can build with confidence. 1. Live Sessions: The Core Framework Your learning is anchored by four hours of live sessions. These sessions are not about a collection of tricks; they are designed to give you a durable mental framework. We distill the most critical information on how AI works, teach you how to learn effectively in this rapidly changing field, and provide concrete principles to guide you from your first line of code to a functional application. The goal is to equip you to push through challenges and build with sound judgment. 2. Projects &amp; Office Hours: Real-World Application Knowledge is solidified through hands-on projects and direct support. You will work on building applications relevant to your daily work, pushing past self-imposed limitations to see what is truly possible. In our office hours, we provide personalized guidance to unblock you and demonstrate advanced problem-solving in real-time. We use cutting-edge tools like Cursor and Claude Code to build solutions live, showing you how to leverage the most powerful development workflows available today. 3. Reference Materials: A Library for Builders Your learning is supported by an extensive library of original materials. Developed with over 300 hours of effort and spanning more than 200 pages, this resource is your detailed guide for independent building. It is continuously updated to stay current. When you encounter a specific problem weeks or months after the course, this library is designed to give you the concrete answers and guidance you need to solve it. Join a Professional Network of 5,000+ AI BuildersYour enrollment includes lifetime access to our private network. This is a community for sharing technical solutions, discussing new research, and advancing your career alongside other serious practitioners. The community has a dedicated Q&amp;A section and we will answer your questions there even after the cohort. Ready to Build?We recommend the immersive experience of our cohort-based course. A self-paced version is also available if your schedule requires flexibility at https://www.superlinear.academy/c/ai/. All Maven students receive complimentary access to the self-paced version, and lifetime update of new course materials. Who This Course Is Not ForWe are committed to transformative outcomes, which means being transparent about who will get the most value from this demanding program. This course may not be the right fit if: 1. You are completely new to programming. This is not a 'learn to code' course. While you don’t need to be an expert developer, you should be comfortable with basic programming concepts and at least know how to install Python. Being completely new to programming also suggest that you job doesn't require automation, and it may not benefit much from AI. 2. You are looking for a passive, theoretical overview of AI. This is an intense, hands-on program that requires active building. Our methodology is centered on learning by doing. If your primary goal is to listen to lectures without writing code, you will not get the intended value. 3. You want to train a foundational model from scratch. This course teaches you how to build valuable applications with LLMs, not how to build the models themselves. When the web browser emerged, the great opportunity was to build websites, not competing browsers. We believe the same is true for AI today, and our focus is entirely on application. 4. You are looking for a list of "100 best prompts" or quick hacks. We focus on teaching the durable, first-principles understanding needed to build real applications. We do not teach temporary tricks even when they may be desired at times. 5. You cannot identify any problems you want to solve. The course teaches you how to build solutions. If you have no professional or personal context where you can apply these powerful new skills, the learning will remain abstract and you won't benefit from the core, practical value of the program.

The future is here, but unevenly distributed

Walkthrough building prototypes together. Learn their implications through LLM research and our technical insights.

Live Sessions

Content similar to the live sessions without the need for interactions. Fit your busy schedule and learn on your own pace.

Offline/Async Courses


Build your own GenAI solution for your particular use case. Apply the tools and mindsets learned in class

Weekly projects

Get feedback and coaching on your class project. Learn what other students have built.

Office hours

You are using AI, but feel like you can be much better at it. You want to apply AI to your daily work and actually boost productivity.

You want to understand what AI is, how to learn it well, and where it falls short—so you don’t waste time on things that won’t matter.

You want to become the go-to-expert in AI and capture this opportunity of a lifetime.

Go beyond basic tools. You'll learn to code and deploy functional prototypes land automated workflows using APIs, latest tools, and advanced frameworks.

Build Real-World AI Solutions, Not Just Prompts

Stop chasing fleeting trends. We teach you the core principles of LLMs so you can confidently evaluate new models and future-proof your skills.

A Lasting Framework to Navigate AI's Future

Learn to identify high-value opportunities, lead AI projects from idea to prototype, and clearly articulate strategy to your stakeholders.

Become the Go-To AI Expert on Your Team

The AI tool landscape is noisy. We save you hundreds of hours by rigorously testing the latest tools, showing you which ones work best for specific tasks in our live office hours and community Q&amp;A during and after the class.

Leverage the Best AI Tools, Vetted for You

Receive our 200+ page, continuously updated knowledge base. This is your go-to reference for solving building challenges long after the course ends. Join a community of 5,000+ like minded AI trailblazers.

A Lifetime Library and Community of Builder Knowledge

Stop chasing tricks. Master the durable skills and vetted tools to build real-world AI solutions.

Yuzheng Sun, PhD

Statsig.com Data Scientist | Ex Tencent Director | Ex Meta/Amazon/BCG | Tech channel with 200k+ subscribers and 5k+ paid members

Yan Wang, PhD

Applied Scientist @ Samsara | Olympic Torchbearer | Ex Pinterest/Microsoft | Ex Tech blogger with 100k+ subscribers

Cohort 9

Cohort 10

Leaders are remembered not just for their technical prowess but for the lasting impact they have on their team's careers and success. In an era where AI is transforming how teams work, the human side of leadership has never been more critical. This course equips both aspiring software engineering managers and experienced EMs alike with the essential interpersonal skills to amplify their influence and drive team performance. It leverages AI tools to enhance these fundamentally human leadership capabilities. Over 100 individual contributors (ICs) and EMs have already enhanced their leadership capabilities through this course. Join them and transform your approach to tech leadership for the AI era. -------- This interactive course will teach you how to solve 4 key problems faced by senior ICs and managers: 1️⃣ Identifying growth opportunities within your team and working with them to fill these missing areas—using both traditional mentoring approaches and AI-powered insights to personalize development plans 2️⃣ Communicating with clarity and impact with direct reports, peers, and upper management—enhanced with AI tools for message preparation, follow-up analysis, and communication refinement 3️⃣ Delivering constructive, actionable feedback that drives real improvement—using proven frameworks plus AI assistance for better situation analysis and delivery optimization 4️⃣ Balancing AI adoption with human needs by helping your team to navigate the challenges of AI integration while maintaining team trust and unity ------- For the duration of this course you'll receive: • 4 live sessions over 2 weeks hours over Zoom, with interactive lessons and breakout sessions• Hands-on learning by walking through case studies and real-life examples with your cohort• Templates and AI prompts you can immediately start using on the job• In-depth live Q&amp;A sessions to get immediate answers to your on-the-job questions• Recording and slides for future reference and review ------- Great leadership is more than just your title, it’s about supporting and growing the people around you. This is a course designed to give technical managers the skills and tools they need to become effective, influential leaders that can inspire teams as well as manage them. You’ve put in the hard work to get to management level, and on completing this course you’ll have the skills to prove yourself as a leader.

What makes a great engineering leader in the modern AI era?

Session 1: Become the leader your team needs<ul><li>Identifying the types of high performers on your team</li><li>Managing medium and low performers</li><li>Using AI to identify trends in performance</li></ul>

Tuesday, August 19

Session 2: Career development without the noise<ul><li>Breaking down the 1:1</li><li>Quarterly development planning for your team</li><li>Building an AI bot to help you write QDPs</li></ul>

Thursday, August 21


Session 3: Communicate like a leader<ul><li>Managing expectations with your team</li><li>Negotiating with your PM and EM peers</li><li>Managing up in your organization</li><li>How to use AI to assist in these conversations</li></ul>

Tuesday, August 26


Session 4: Feedback and conflict without the fear<ul><li>Reframing your own views of feedback</li><li>Tactical feedback delivery framework</li><li>Practicing giving feedback with AI</li><li>Feedback case study</li></ul>

Thursday, August 28


New and experienced managers looking to build the interpersonal skills required to succeed as a leader in the AI era

Technical managers who want to develop their team and build influence across their company while navigating AI adoption

Aspiring managers looking to lay the groundwork to create impact as an IC and future leader, preparing for an AI-transformed workplace

Who this course is for:

After taking this course, you'll be able to:

Your success as a leader is measured by your team's execution, and to execute well, you need a great team. Learn to identify strengths, empower growth, and navigate AI's impact on team dynamics.

Build and scale a high performing team

1:1s and performance reviews don't have to be stressful. Learn how to keep the feedback loop active by applying proven frameworks and AI tooling to conduct meaningful 1:1s and provide tactical, actionable feedback to your team on a regular cadence.

Conduct impactful 1:1s and development check-ins

From performance management to resource allocation, learn frameworks for tough calls while leveraging AI for better information gathering. We'll cover how to gather the right information, involve the right people, and confidently communicate decisions upward and downward.

Make difficult decisions with confidence

Learn how to give constructive feedback from a trained therapist! Master effective communication strategies for conflict resolution within your team to build influence within your organization. Discover how AI can help you prepare for conversations and follow up effectively.

Navigate challenging conversations with peers and direct reports

Balance AI advancement with human needs, ensuring your team thrives in an AI-augmented workplace. Learn to maintain psychological safety during change, help team members adapt their skills, and create an environment where both AI tools and human creativity can flourish.

Lead through AI transformation

Master essential people skills to transform from technical expert to impactful leader in today's AI-driven tech landscape.

Kelly Vaughn

Cohort 5

Cohort 6

Today, every company is becoming an AI company. In this course, you’ll become a confident AI solution architect, mastering the art of selling and delivering cutting-edge AI solutions. Noelle has sold over $1 Billion in AI software and services at some of the largest companies in the world, and she will show you exactly what has made her successful. You’ll learn how to craft powerful, persuasive pitches that win over decision-makers, positioning you as the go-to expert for driving AI initiatives. Beyond selling, you’ll gain hands-on experience in designing and implementing AI projects that address real-world challenges, ensuring you can deliver solutions that provide measurable value. You’ll also build your personal brand as a thought leader, creating opportunities to influence and lead within the AI community. By the end of this course, you’ll be equipped to sell AI solutions with confidence, lead impactful projects, and accelerate your career in the fast-paced world of AI. Take this course to unlock your potential and become a key player in the AI revolution.

Become a confident AI leader, mastering solutions, sales, & thought leadership.

All live sessions are at the same time each day.

5 Weekday Sessions

In this first session, we’ll introduce you to the course and dive into the essentials of AI market analysis and client needs assessment. You’ll get a preview of what’s to come: mastering AI frameworks, crafting sales pitches, managing projects, and building thought leadership.

Our First Session

Throughout the course, you’ll engage in hands-on projects that apply what you learn in real-world scenarios. From designing AI solutions to crafting sales pitches and managing AI projects, these projects will reinforce key skills and provide practical experience.

Daily and Weekend Projects

Professionals ready to transition from a technical role to a strategic position, leading AI initiatives and becoming a recognized industry e

Pre-Sales Engineers looking to enhance AI sales skills, craft persuasive pitches, and close high-value deals with top decision-makers

Leaders eager to master AI and advance from technical design to leading impactful AI projects and driving business value.

Discover the secrets to identifying high-impact AI opportunities and aligning them with client needs to drive business growth.

Uncover AI Market Goldmines: Analyze Opportunities and Client Needs

Equip yourself with hands-on skills in TensorFlow, PyTorch, Azure AI, AWS Sagemaker, and more to create cutting-edge AI solutions.

Master the Power Tools: Build AI Solutions with Leading Frameworks and Platforms

Learn to craft irresistible sales pitches and handle tough objections, ensuring you win over decision-makers and secure lucrative AI contracts.

 Seal the Deal: Persuade Executives and Close Big AI Sales

Master the art of AI project management with Agile methodologies, ensuring your AI projects are delivered on time, within budget, and to the highest standards.

Deliver AI Projects Like a Pro: Manage, Monitor, and Optimize for Success

Develop a resilient, growth-oriented mindset that keeps you motivated and thriving in the fast-paced world of AI.

Stay Ahead in AI: Cultivate a Growth Mindset and Resilience

Establish yourself as a go-to expert in AI by developing and executing a powerful thought leadership strategy.

Become an AI Thought Leader: Build Influence and Drive Industry Change

Master AI solutions, sales, and leadership to excel in your career. Solve real-world challenges and become the go-to AI expert. 

Noelle Russell

Rise Up this Fall as an AI Solution Architect.

Lightning Lessons

Elevate AI Architect Skills