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Working notes from the team building Momental. Shared context, autonomy and the new shape of growth teams in the age of AI agents.

Featured · May 10, 2026

Autonomous Product Growth Platform

A complete platform for running growth experiments without a growth team. Built for early-stage founders who need to ship, learn, and compound — without the coordination overhead.

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ESSAY · NOTE
"A complete platform for running growth experiments without a growth team."
↳ All entries · 19 essays
Most recent first
May 6, 2026

The AI Product Manager in 2026: New Skills, New Tools, New Rules

The AI product manager role is changing fast. Discover the essential skills, tools, and mental frameworks for PMs navigating a world where AI agents handle more of the execution — and the PM's job is to orchestrate them.

AI product managerproduct managementAI agentsskills
May 6, 2026

Your Product Can Now Grow Itself: The Rise of Autonomous Product Growth

Discover how autonomous product growth engines are replacing manual GTM execution. Learn how AI agents run your entire growth loop — research, outreach, and iteration — without constant human intervention.

autonomous product growthAI agentsgrowthGTM
May 6, 2026

Beyond the Drip Campaign: What True Growth Automation Looks Like in 2026

Growth automation has moved far beyond scheduled emails. Learn how autonomous AI agents handle research, outreach, and pipeline optimization — giving growth leaders more strategic leverage with less manual overhead.

growth automationautonomous agentsoutboundgrowth leaders
May 6, 2026

The Next Generation of Growth Team Tools: From Manual Pipelines to Autonomous Systems

Most growth team tools were built for a different era. Discover how modern autonomous growth platforms eliminate manual pipeline maintenance, automate ICP scoring, and give your team real-time campaign intelligence.

growth team toolsgrowth automationICP scoringoutbound
May 6, 2026

Product-Led Growth Automation: How the Fastest Teams Are Closing the Loop Between Product and Revenue

Product-led growth automation is the next frontier. Learn how top teams use AI to automate their PLG flywheel — from activation to expansion — without proportionally scaling headcount.

product-led growth automationPLGgrowth automationactivation
Apr 25, 2026

Code Intelligence: How Our Coding Agents Know What to Do

Cursor, Copilot, and Claude Code search a codebase with text matching, which misses most of the places that need to change. Momental's Code Intelligence gives agents the full relationship map in milliseconds.

code-intelligencebenchmarksagentsengineering
Apr 16, 2026

Introducing the World's First Autonomous Product Team

Building fast is solved. Knowing what to build — and building the right thing — has never been systematized. Until now.

productautonomyannouncementagents
Apr 16, 2026

Tasks: Where Strategy Meets Execution

Every team has a gap between what they want to build and what actually gets built. Momental Tasks closes it — by making work a first-class citizen of your organizational graph.

tasksagentsannouncementproduct
Apr 15, 2026

The Real Reason AI Agents Fail (It's Not the Models)

Most agent failures aren't capability problems. They're organizational clarity problems. And that changes everything about how you fix them.

agentsautonomycontextstrategy
Apr 1, 2026

Momental Is Live: Organizational Memory for the Age of AI Teams

After months of building with founding teams, Momental is opening its waitlist. Here's what we learned, what we built, and why it matters for every team running AI agents.

announcementagentsautonomylaunch
Mar 14, 2026

The 10-Person Unicorn: Why the Future Belongs to Tiny Teams with Infinite Memory

The most valuable companies of the next decade won't be the biggest — they'll be the smallest. But staying small requires something most teams don't have: organizational memory.

agentsautonomystrategyshared-memory
Mar 11, 2026

Why Our Slack Agents Didn't Work, And What We Built To Fix It

We built a full product team for Slack. They got stuck all the time. Here's what we learned about what agents actually need to act autonomously.

agentsautonomystrategy
Mar 5, 2026

From GitHub for Product Management — to Something Bigger

What started as a structured layer for decisions and learnings became the operating system for autonomous teams. Here's how we got here — faster than we expected.

Feb 24, 2026

memory.md Is Not Enough: 9 Requirements for Long-term Memory for Agents

Everyone agrees agents need memory. Nobody agrees on what that means. Here's what we've learned building it.

Feb 23, 2026

There Is No PRD

The PRD has been the primary interface between product thinking and engineering execution for twenty years. It almost never reflects reality. Here's why — and what replaces it.

productstrategyalignment
Feb 19, 2026

The Document Is Dead and Agents Killed It

Every company has a graveyard of Google Docs. We've been building on a document paradigm for thirty years. And it's finally, quietly, breaking apart.

Jan 14, 2026

Context Quality Matters More Than Context Quantity

MCPs and integrations are solving the context quantity problem. You can now pipe virtually anything into an LLM - your codebase, your docs, your Slack history, your entire knowledge base. The pipes are built and the integrations exist. What now?

Jan 13, 2025

Introducing Momental: Know Why You Build

We're launching Momental to help product teams finally connect every learning, every decision, and every piece of context across their organization.

05 Final word

Build. Learn. Grow .

World-class growth teams are rare. Momental is how you get one anyway.

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The world's first autonomous product growth team. Backed by founders who've shipped growth at every scale.

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