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Shownotes
What You’ll Learn in This Episode
• Why most AI outputs fail without proper context
• How to think of AI like onboarding a new intern (and why that matters)
• Practical first steps for product leaders: decision logs, success metrics, and structured documentation
• How to balance giving AI enough context without overloading it
• The parallels between giving context to teams and to AI systems
Key Takeaways
• AI needs more context than you think. Treat it like a new teammate who doesn’t know your company history, industry, or strategy.
• Start small now. Even if your org isn’t adopting AI yet, you can prepare by documenting decisions, goals, and guardrails in machine-readable ways.
• Not all context is helpful. More isn’t always better—focus on giving AI the minimum effective context to perform well.
• Leaders already do this. The same way you create strategic context for your teams, you’ll need to do it for AI agents.
Resources & Links:
• Follow Teresa Torres: ProductTalk.org
• Follow Petra Wille: Petra-Wille.com
Mentioned in the episode:
• Agentic AI (en.wikipedia.org/wiki/Agentic_AI)
• Teresa’s new podcast, Just Now Possible (producttalk.org/just-now-possible/?srsltid=Afm…) in Youtube (youtube.com/watch?v=Kb2HbuPbfR8), Apple Podcast (podcasts.apple.com/us/podcast/just-now-possibl…), and Spotify (open.spotify.com/show/2ktQZOfW0AUF6bAFKxVXe1)
• Petra’s Coaching Packages (petra-wille.com/coaching-packages)
• ChatGPT (chatgpt.com)
• Henrik Kniberg (linkedin.com/in/hkniberg)’s talk at Product at Heart (productatheart.com) on treating AI agents like interns (productatheart.com/blog/ai-agents-in-practice-…)
• Teresa’s webinars on how she built the Product Talk Interview Coach: Behind the Scenes: Building the Product Talk Interview Coach (producttalk.org/customer-interview-coach) and How I Designed & Implemented Evals for Product Talk’s Interview Coach (producttalk.org/interview-coach-evals)
• Josh Seiden (joshuaseiden.com)’s blog series about AI (joshuaseiden.substack.com)
• Teresa’s new blog posts: 15 Ways to Use AI at Home (and Fill Your AI Product Toolbox) (producttalk.org/15-ways-to-use-ai-at-home) and 21 Ways to Use AI at Work (And Build Your AI Product Toolbox) (producttalk.org/21-ways-to-use-ai-at-work)
• Petra's new blog post: Why Context, Not Just Data, Will Define AI-Ready Product Teams (petra-wille.com/blog/why-context-not-just-data…)
