Anshumani Ruddra

India- and APAC-friendly time (weekday evenings)

Cohort 1

US-friendly time (weekday evenings US/ mornings India)

Cohort 2

Cohort 3

Cohort I

Cohort 01

Cohort 02

Cohort 03

Most AI features fail not because of bad models, but because of bad evaluation. Production AI systems need systematic evaluation - and PMs need to understand how to spec it, measure it, and improve it. You'll learn the eval loop: define "good" -&gt; build your Golden Set -&gt; choose your eval type -&gt; automate &amp; iterate

AI Evals Cheatsheet for Product Managers

Stop treating AI as just a chatbot. Learn to use AI as a massive force multiplier to automate your workflows and bring ideas to life.

Product Leader and Super IC at Google

Product leader at Google with 22+ years crafting experiences and products

AI Discovery Bootcamp for Executives and Entrepreneurs

Executive

Senior Vice President, TFMC

Associate Director of Content Integration

Neuroradiologist 

Executive Producer 

Principal Value Advisor

A two-week sprint to rebuild your Personal OS, master the "Learning to Learn" loop, and turn your core expertise into a 5x force multiplier.

Level Up to Product Super IC with AI

Product Management

Product manager

Product Manager

Senior Product Manager

Google

Disney+ Hotstar

Zynga

As an executive or entrepreneur, you don't have time for generic AI hype. Your true value lies in strategy, stakeholder alignment, and solving complex problems. This bootcamp demystifies AI, equipping you to handle the mundane so you can focus on the critical work where your expertise matters most.Over one hands-on weekend, you will learn to:⏱️ Automate the Mundane: Set up personal agents like Claude Cowork and Codex to manage your inbox, calendar, and generate daily prep briefs. Use Granola for intelligent meeting notes to reclaim at least 5 hours a week.🗣️ Speak, Don't Type: Typing breaks your train of thought. Use tools like Wispr Flow to capture stream-of-consciousness ideas at 140+ words per minute, instantly turning your brain dumps into workflows.🧠 Ground AI in Your Business: Use NotebookLM to securely analyze your private strategy documents, contracts, and financial statements. Get accurate, attributed insights specific to your company while avoiding AI hallucinations.💡 Prototype Your Vision: A demo is better than a memo. Use Replit to quickly build working prototypes to communicate your ideas, saving you from writing expensive blank checks to external vendors.

Reclaim your time. Turn AI into a force multiplier for your expertise.

Amplify Your Daily Workflows & Impact 🚀

Bring Ideas to Life with Prototyping 🎨

Demystify Local AI & Agent Skills⚡

This is for everyone. The tools are designed for non-technical backgrounds. The goal is to use AI to amplify what you are already good at.

No coding or prior AI experience required

This is not for passive learners. The bootcamp is intense and requires you to actually build, experiment, and actively participate.

Eagerness to learn actively

Executives &amp; Operators who want to use AI to automate repetitive workflows, reclaim time, and build custom tools for daily tasks.

Founders &amp; Solopreneurs who need to act as an entire team and want a foundational starting point to leverage AI as a force multiplier.

Product Managers &amp; Designers who want to move from writing static memos to communicating ideas via interactive demos and working apps.

You're stuck in the coordination trap. Meetings, approvals, stakeholder alignment consume your weeks - but actual product work feels distant. Meanwhile, AI-empowered teams are shipping faster.This isn't your fault - the model itself is collapsing.Flattened orgs, smaller teams, and AI-driven workflows have created a new reality:The most valuable product leaders are not managers, they are high-output individuals who can take a problem from insight and strategy → functioning prototype → live productThe market is shifting toward the product Super IC - someone who can build momentum without waiting for permission, resources, or headcount.This course is not a tool tutorial. You can find those on YouTube. This is a system rebuild. Over two weeks, you will:Build a Personal Agentic OS 🤖<ul><li>⚙️ Automate meeting synthesis, PRDs, research, and stakeholder updates.</li><li>🤖 Deploy personal agents that triage signal, surface decisions, and keep your product narrative live.</li><li>🧠 Free up 10+ hours a week for real thinking.</li></ul>Master the Velocity Loop 🎯 (Learning to Learn)<ul><li>⚡ Adopt any new AI prototyping tool in hours, not weeks.</li><li>👁️ Spot signal vs hype early and act.</li><li>🚀 Move from static specs to functional prototypes.</li></ul>

Stop Trading Your Craft for Coordination. Start Multiplying Impact.

Rebuild Your Personal OS 

Master the "Velocity Loop" (Learning to Learn)

This course is not for new PMs who are still building their product muscle - strategy all the way to execution.

Your product management foundational skills are in place

This is not for people looking for a passive learning experience. This is intense and requires you to actually build things.

You are eager to learn actively

Product Leaders (VPs/ Directors) who are tired of being a "Coordinator" and want to return to building.

Founders &amp; Solopreneurs who need to act as a 10-person product team with zero headcount. You need speed and independence.

Staff Engineers &amp; Designers who want to move upstream into product strategy and ownership without leaving your technical edge.

Product Super IC at Google with 22+ years crafting experiences and blockbuster products

Most product builders use AI agents the same way they used search - typing queries and hoping for the best. That's leaving most of the value on the table.The teams pulling ahead aren't using better prompts. They're teaching their agents. Agent Skills are reusable, testable instruction sets that tell AI agents exactly how to handle specific workflows: your deployment process, your code review standards, your team's edge cases. Write one skill well, and every agent on your team benefits from it, every time, automatically.The problem: nobody is teaching product builders how to create them. Most documentation is written for a narrow technical audience, and the tooling is fragmented across Claude Code, Codex, and Gemini.In this hands-on workshop, you'll go from zero to a working skill installed in your own agent: one that reflects your real workflows, not generic templates. You'll also learn how to evaluate and improve skills systematically, so they get better over time instead of drifting.If you build or are hoping to build products with AI agents: this is the highest-leverage skill you can develop right now.

Build AI Agent Skills That Actually Work

Product Managers: who use Claude Code or Codex daily but rely on ad-hoc prompts - and want repeatable, team-shareable AI workflows.

Entrepreneurs &amp; Founders: building AI-native products who need their agents to encode business logic, not just generate code on demand.

Tech Executives &amp; Product Leaders: who want their teams to stop reinventing prompts and start shipping a shared skills library.

AI Evals for Product Managers

Understand why the PM is the ideal AI evaluation owner. Use empathy and product context to define performance criteria

Own & Lead AI Evaluation as the PM

Move from one user to diverse data, use a 'living' Golden Set for regression, and utilize metrics beyond just accuracy

Build a Robust Generalizable AI Evaluation Framework

Automate evaluation as a continuous process. Use LLMs for qualitative checks and avoid pitfalls

Implement Continuous Evaluation and Avoid Pitfalls

Setup a Personal AI Assistant using Claude Cowork or Codex

Securely link personal data to Claude Cowork or Codex so your assistant can reference your real-world context

Connect Gmail, Calendar, and Drive to your AI

Set up recurring schedules for your AI to automatically generate morning briefings using your inbox and calendar

Automate daily meeting preps and weekly briefs

Instruct your AI to track specific email threads and files to create custom weekly digests, reclaiming your time

Build automated digests for important updates

AI for Everyone: Build with Replit

Replit brings your ideas to life - helping you build beautiful products for yourself and your users

This is for everyone - technical and non-technical

Replit is a great platform for designing, prototyping and then deploying a fully working product

We will build and deploy a product - live!

Think through your design choices and experience: functional -> reliable -> usable -> delightful

The Design agent will help us avoid AI slop

Build and Deploy Your First Product with Replit

If you are a product builder (PM, designer, engineer), then Replit needs to be part of your development workflow

Think through your design choices and UX: functional -> reliable -> usable -> delightful

Anshumani Ruddra will help you turn AI into a force multiplier