Stop Rationing AI: The Token Abundance Mindset Explained | Eddie Kranz | SSW User Group

📞 Contact us: https://bit.ly/4fAFrVx Eddie Kranz explores the “token abundance mindset”—a shift in how developers should think about using AI. Instead of rationing tokens and limiting usage, Eddie argues that modern AI subscriptions encourage maximizing usage to unlock productivity gains. He walks through how AI has evolved from a novelty into an essential tool for software engineers, showing how cheaper and more powerful models have made AI a true productivity multiplier. Eddie shares practical workflows using tools like Claude Code, worktrees, and batch execution to avoid context switching and dramatically improve efficiency. The session also dives into advanced techniques like adversarial code review, AI-driven planning, and leveraging transcripts as a source of “ambient intelligence” for automation. Along the way, Eddie highlights real-world examples from SSW, including tools like SSW Tiger and automated sprint insights. Finally, he addresses the downsides—AI-generated “slop,” over-reliance, and the need for human oversight—while encouraging developers to stay intentional and keep learning. If you’re still treating AI like a limited resource, this talk will challenge that mindset and show you how to use AI everywhere to move faster and think bigger. 00:00 | Introduction 00:55 | AI Abundance Mindset Explained 03:25 | What Are Tokens? 05:06 | Why AI Is Getting Cheaper 07:36 | Subscription vs Pay-Per-Token 09:32 | Scarcity vs Abundance in Practice 13:09 | AI-Powered Daily Workflow 15:06 | Demo: Token Café Project 17:57 | The Multitasking Trap 18:40 | Batch Planning & Execution Strategy 21:20 | Tools: Worktrees, CMax & Planner 24:23 | Adversarial Code Review 26:11 | Speech-to-Text & Prompting with Handy 30:31 | Claude Features & Insights 33:03 | Automating PRs & Developer Tasks 36:56 | Transcript Intelligence & Ambient AI 38:26 | SSW Tiger Demo 42:13 | AI as a Backend & Automation Evolution 46:46 | The Problem with AI “Slop” 52:02 | Code Review, Risks & The Future of AI Dev 58:52 | Final Thoughts & Call to Action 🌐 About SSW: https://linktr.ee/SSWTV 🔗 Links: LinkedIn: https://linkedin.com/company/ssw Twitter: https://twitter.com/ssw_tv Facebook: https://facebook.com/SSW.page Instagram: https://instagram.com/ssw_tv Tiktok: https://www.tiktok.com/@ssw_tv 👋 Get in touch: Eddie Kranz – SSW Software Engineer I About: https://www.ssw.com.au/people/Eddie-Kranz LinkedIn: https://www.linkedin.com/in/kranz #ai #artificialintelligence #softwaredevelopment #productivity #developerworkflow #claude #chatgpt #automation #futureofwork #ssw #sswtv V2 - Bahjat