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Eddie 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.
He 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: / ssw
Twitter: / ssw_tv
Facebook: / ssw.page
Instagram: / ssw_tv
Tiktok: / ssw_tv
Get in touch: Eddie Kranz – SSW Software Engineer I
About: https://www.ssw.com.au/people/Eddie-K…
LinkedIn: / kranz
#ai#artificialintelligence#softwaredevelopment#productivity#developerworkflow#claude#chatgpt#automation#futureofwork#ssw#sswtv
V1 – Bahjat
About the speakers
Eddie Kranz
Eddie is an SSW Software Developer specialising in AI and intelligent application development. He has delivered award-winning AI solutions used by hundreds of teams, combining expertise in Azure OpenAI, RAG architectures, and the .NET ecosystem to build systems that drive real business impact.