Free Lesson

Self Driving Products: Product Signals to Pull Requests

Hosted by Joshua Snyder and Colin Matthews

Tue, Aug 11, 2026

4:00 PM UTC (1 hour)

Virtual (Zoom)

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Become an AI-Native Builder
Colin Matthews
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What you'll learn

Spot product signals worth acting on

Recognize rage clicks, error spikes, and customer feedback as signals that can trigger agent-driven fixes.

Connect signals to context

See how agents group product signals with related errors, session replays, and supporting evidence.

Trace the path from signal to pull request

Follow the workflow from signal triage and codebase research to an agent-generated fix and ready-to-review PR.

Why this topic matters

Product signals often sit in dashboards, logs, and customer messages until someone notices, triages, and turns them into engineering work. This lesson shows how PostHog is collapsing that chain: agents connect signals to evidence, research the codebase, and open a fix—so teams can wake up to reviewable pull requests instead of another dashboard to monitor.

You'll learn from

Joshua Snyder

Self Driving at PostHog


Colin Matthews

Head of Education, Lennys Newsletter

I'm a technical PM and builder who has taught more than 40k PMs, designers, and tech professionals the fundamentals of shipping software. I've been featured by Lenny four times, spoken at product conferences and events, and assisted Fortune 500 companies with technical upskilling and AI adoption.


My main goal with any course is to help you build your own mental model of how a technology or system works. Because of how fast the industry is changing, I think its more valuable to understand something from first principles than it is to learn a specific tool or product.

You can check out my courses and free lesson below!

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