How a Professional Writer Writes With AI (48 min)

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• Release date: 2026-09-02
• Listen on Spotify: Open episode
• Episode description:

  Two years ago, Katie Parrott was laid off from a crypto firm and couldn’t afford a career coach—so she turned to a $20-a-month ChatGPT subscription instead.The Every staff writer’s habit of feeding AI good context eventually became compound writing, a codified system for brainstorming, drafting, and editing with AI. Today, that system is a plugin any writer can use.On this week’s AI & I, Natalia Quintero talks with Katie about turning good ingredients into good writing, borrowing the taste of writers she admires, and why AI helped her fall back in love with the page.If you found this episode interesting, please like, subscribe, comment, and share!To hear more from Natalia Quintero:Subscribe to Every: https://every.to/subscribeFollow her on X: @NataliaZarinaGo to https://attio.com/every and get 15% off your first year. Timestamps for YouTube:0:00 Start0:49 Introduction1:21 How Katie went from being laid off to using ChatGPT as a career coach8:06 Turning AI into a “content agency of one”10:59 Building the context files and style guides that make AI outputs useful14:15 What makes a Claude project actually work21:18 How AI helped with a mental health crisis and “computer errands”27:03 Katie’s career coach, now a fully autonomous Codex project32:27 What compounding means, and building the Compound Writing plugin38:00 Borrowing Vonnegut, Hitchcock, and Sorkin as AI editing skills44:49 Katie’s thesis: education and access will matter more than everLinks to resources mentioned in the episode:Katie Parrott on X: @kplikethebirdCompound writing plugin: ⁠https://github.com/EveryInc/compound-writingCompound engineering plugin (Kieran Klassen): github.com/EveryInc/compound-engineering-pluginParrott’s companion piece on compound writing: https://every.to/guides/compound-writingParrott, “I Hired ChatGPT as My Career Coach”: every.to/working-overtime/i-hired-chatgpt-as-my-career-coachParrott, “AI Turned Me Into a Content Agency of One”: every.to/working-overtime/ai-turned-me-into-a-content-agency-of-one

Summary

• 🧠 AI as Career Coach: Katie used early ChatGPT to navigate job loss and mental health challenges, gaining clarity through structured prompts when professional coaching was unaffordable.
• 📚 Context Engineering Wins: Building persistent brand, audience, and style documents allowed Katie to turn AI into a scalable content agency capable of handling dozens of deliverables.
• 💪 Supportive vs. Productive AI: Beyond writing, AI agents now handle errands, email triage, and task management, dramatically reducing anxiety and enabling consistent professional output.
• 🔄 Compound Writing Plugin: Katie created a feedback-loop plugin that encodes expert editing frameworks (Vonnegut, Hitchcock, etc.) so users iteratively improve both output and craft.
• 🌍 Democratizing AI Expertise: Katie’s thesis emphasizes expanding access and education so people outside tech hubs can leverage these compounding tools for personal and professional growth.

Insights

• How can AI act as an affordable, always-available career coach that helps clarify thinking during major life transitions?
  • Time: 2:08 – 4:28
  • Answer: Katie turned to ChatGPT after being laid off, using it to externalize thoughts, challenge catastrophizing, and gain outside perspective when a human coach was unaffordable. This early experiment ultimately led her back to Every and shaped her ongoing AI practice. It highlights AI’s role in providing structured reflection without replacing personal effort.
• What foundational context and ‘context engineering’ practices turn AI from a generic tool into a high-output personal content agency?
  • Time: 9:20 – 13:53
  • Answer: Katie built persistent documents covering audience, brand voice, product specifics, and style guides, then fed them into projects so the model could iterate rapidly on repurposed content. This upfront investment allowed her to handle massive freelance loads while maintaining quality. The approach evolved from manual copy-paste into modern project setups.
• How can AI reduce daily friction and support mental health by handling ‘computer errands’ and inbox management that would otherwise trigger anxiety?
• How do compound feedback plugins encode expert writing processes so anyone can access frameworks from masters like Vonnegut or Hitchcock?

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