Agent.ai

Build Lasting AI Habits for Everyday Work

HubSpot

Laura Fitton

Expert Partnerships Lead, Agent.ai

Use Claude Projects to structure recurring work so AI improves as context builds.

Set up repeatable AI habits

Apply Agent.ai Meeting Prep to clarify goals, risks, and talking points before key conversations.

Prepare smarter for meetings

Clone and customize an Agent.ai agent to support daily planning and follow-through.

Own an AI agent you can reuse

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

Cohort 17

Principal Director, Handshake

Lev Gorelov, MS

Co-founder and Principal Director of Handshake, a generative AI software studio

CEO, Handshake

Jeremy Kirshbaum

Founder of generative AI consultancy Handshake

Cohort 16

Cohort 18

The Problem: Your AI applications produce generic, surface-level outputs. You're solving complex, context-specific problems, but results don't reflect your organization's hard-won expertise.The Solution: We teach evergreen frameworks for building AI systems that learn from your unique data and workflows, with instructors available on-demand as your strategy and implementation consultants.What makes your organization valuable isn't raw information — it's the proprietary logic that mints insight from the data. We teach you to encode this logic into AI systems and scale your expertise authentically. You'll learn to orchestrate product development across domain experts, developers, and UX designers, transferring best practices into a product only your organization could build.We've spent half a decade embedding expertise into AI with knowledge-driven organizations like Visit California, Give.org, and Institute for the Future. We operated as strategic consultants, not just developers. For the price of a course, you're hiring us in the same capacity - consulting, scoping, iterating - to ensure you walk away with a prototype that solves real problems and a clear roadmap to production.

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

Encode Your Organization's Expertise Into AI Systems

Put Theory Into Practice With Support From Experienced Strategists and Builders

How To Build a Working Prototype You Can Actually Deploy

Lead Cross-Functional Teams

Cut Through the Hype and Identify Real Opportunities

Executive Leaders who need a framework to convert their company's domain expertise and workflows into a scalable, competitive AI asset

Project/Product Managers who need a framework to bridge domain knowledge with technical teams to scale expertise with AI

Consultants who want to guide clients in building differentiated, insight-driven and context-aware AI solutions

We show you what's possible with AI, then take you there.

Founder | Meta/Amazon/Statsig/Tencent

Statsig

Amazon

Boston Consulting Group (BCG)

Tencent Games

Yuzheng Sun, PhD

Prev. Evangelist @ Statsig (Acq. by OpenAI), AI Director @ Tencent; Meta/Amazon

Applied Scientist | yage.ai

Yan Wang, PhD

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

Cohort 11

Cohort 12

Is this you?<ul><li>Chatting endlessly with an “AI intern” instead of designing the context with clear principles.</li><li>Blaming “hallucinations” when the real issue is poor orchestration.</li><li>Trying to run an entire project from a single, overloaded chat window.</li><li>Treating AI like witchcraft and prompt spells instead of engineering.</li></ul>AI gets better every day. But when it’s time to ship something serious, you don’t yet have a reliable way to make AI show up for you.The problem isn’t AI. It’s how you’re using it. This course exists for that exact gap.AI is a new computiung paradigm. To use it well, you have to:<ul><li>Unlearn old patterns</li><li>Install new mindsets and habits</li><li>Build a meta-learning system that can carry your career for the next 20 years</li></ul>That's hard, and we take it seriously. This course is designed to teach you how to fish. On top of lessons and projects, we built two unique tools:<ol><li><a target="_blank" rel="noopener noreferrer nofollow" href="https://youtu.be/dXjcy6XSN_Y">A build platform</a> that consolidates key APIs and lets you deploy your projects with one command—so you can build fast, not fight boilerplate.</li><li><a target="_blank" rel="noopener noreferrer nofollow" href="https://www.superlinear.academy/c/share-your-projects/">A lifetime community</a> where you can share projects, ask questions, and get unstuck long after the course ends.</li></ol>The end of our course is the beginning of your learning, and we will be with you.

Learn AI for the Next 20 Years, Not the Next 20 Days

Engineer Robust Context to Eliminate Hallucinations

Curate "Sterile" Contexts for Peak AI Performance

Architect Multi-Agent Systems to Conquer Complexity

Define Success Criteria to Transmute from Operator to Manager

Build "White-Box" Evaluation Tools to Visualize Quality

Design Self-Healing Loops for Autonomous Optimization

Software Engineers &amp; Developers Ready to build reliable, scalable AI systems integrated into production workflows.

Technical Product Managers &amp; Strategists Seeking the hands-on knowledge to scope, architect, and guide AI initiatives with confidence.

Data Professionals &amp; Automation Experts Who want to transform proof-of-concept scripts into durable applications that multiply productivity.

Build permanent AI muscle, master the foundations of how AI actually works, and adopt future-proof tactics for the highest quality outputs.

Founder, Free Agency; AI product leader.

OpenAI

Anthropic

Samsung

a16z

Google

Sherveen Mashayekhi

Founder & CEO of Free Agency. AI Product Leader, Investor, & Applied Researcher.

Cohort 9

Cohort 10

Stop relearning AI every month. In 3 weeks, master the mechanics and systems that make AI output reliable, high-trust, and portable -- across ChatGPT, Claude Code, CLI agents, and whatever comes next.Most people are "AI literate" (they can ask for things). This bootcamp makes you AI fluent. You'll be able to reliably steer, debug, and compound results, even as tools change.The course centers around 3 pillars: 1. Gain a foundational understanding of how LLMs and agents work that will keep you ahead of the game moving forward. It's durable literacy. 2. Build an AI operating system around your particular personality and workflow that will make using AI low-friction, high-trust, and high-impact across tools. 3. Develop an initial set of habits to help you build muscle over time, because it's your reflexive ability to reach for and use AI that will make this all matter.If you already use AI but any of these feel true, this course is for you:• Your results are inconsistent – sometimes gold, sometimes garbage• You can't get an AI agent to do what others can, but you can’t diagnose why• You spend too much time rewriting and re-prompting• You keep trying new tools, but nothing compounds

Gain foundational understanding and build your personal AI operating system.

Think beyond the model, get into the scaffold and context.

Not “better prompts” -- instead, better mechanics.

DRIVE, DIFF, your personal AI repo, and more.

Adopt an agent-forward framework to get the best of what AI has to offer.

Instead of being left behind, you'll get and stay ahead of the AI curve

Your personal AI tech stack and operating system.

• you want a PDF of “50 magic prompts”
• you’re not curious about how AI actually works
• you already live inside arXiv 

This course is NOT for you if...

This course is made for you. We'll mostly stay outside of coding tools, except guided projects where they'll be useful even in your context.

If you are non-technical...

... but you still want a foundational understanding of how LLMs and agents work, you'll enjoy this course (a lot)!

If you're already good at using AI...

This is for ambitious professionals who already use AI weekly (or daily), and want reliability and leverage.

That includes founders, operators, product leaders, PMs, engineers, analysts, designers, finance, and GTM leaders.

No technical experience required. This is primarily aimed at non-technical individuals, though engineers also love this course.

Build a PM Copilot: AI that remembers everything, plans your day, and reviews your week. No coding required.

Head of Product | AI for non-tech users

Myles Sutholt

Head of Product, 10+ years - Building AI for non-technical healthcare worker

Cohort 1

85% of AI users report saving hours every week. But nearly 40% of that time disappears into reviewing, correcting, and rewriting AI output. (Workday, 2026)When researchers actually measured it, experienced workers were 19% slower with AI. They believed they were 20% faster. The self-deception was real. (METR, 2025)On top of that, 40% of workers report receiving workslop (AI output that looks polished but lacks substance). Each incident costs about 2 hours to deal with. (BetterUp/Stanford, HBR 2025)Contributing to why most CEOs report no net benefit from AI. Only about 1 in 10 people capture real productivity gains. (PwC CEO Survey, 2026)The difference isn't better prompts or smarter tools. It's what AI actually knows about your work before you start. Your decisions, your context, your standards. And how you work with AI to prevent workslop.Right now, if you can make it work, you position yourself above 90% of people in your field.That's what this course builds.

Build the PM Copilot that makes others ask "how did you do that?

AI That is Visibly Better

Your AI never forgets who you are or what you're working on

Context-switch between projects without losing anything

Wake up to your priorities already sorted

Your weekly review writes itself every Friday

Enable seamless AI handoffs with teammates

You'll build on AI habits you already have, not learn from scratch.

Use ChatGPT or Claude regularly (not just tried once)

Proves you have the "I'll figure it out" mindset the course requires

Have experience with Notion, Zapier, or similar tools

You'll run terminal commands and see code - AI writes it, but you'll see it.

Willing to try things that feel unfamiliar at first

<pre><code class="language-markdown">You want a competitive edge. Comfortable being a beginner if it means being the person others ask "how did you do that?"</code></pre>

You want a competitive edge. Comfortable being a beginner if it means being the person others ask "how did you do that?"

<pre><code class="language-markdown">You can't work more hours. You need leverage, not tips. You want a system that compounds over time.</code></pre>