AI is leveling the playing field with institutions.
The common story is that AI helps institutions do more — but the reality is that it’s quietly dismantling centuries-old systems of information asymmetry, helping ordinary people challenge systems that have long been rigged.
In this video, I share the inside scoop on using AI for institutional-grade investigation:
• Why AI exposes hidden violations in complex billing systems
• How large language models decode regulatory rulebooks instantly
• What “adversarial prompting” means for real-world disputes
• Where AI shifts leverage from institutions back to individuals
AI doesn’t give legal advice—it gives you the tools to uncover truth. The opportunity is to learn how to use it before the institutions do.
Get the full story on the family who saved $160,000 here: https://www.threads.com/@nthmonkey/post/DQVdAD1gHhw
Subscribe for daily AI strategy and news.
For deeper playbooks and analysis: https://natesnewsletter.substack.com/
The common story is that AI helps institutions do more — but the reality is that it’s quietly dismantling centuries-old systems of information asymmetry, helping ordinary people challenge systems that have long been rigged.
In this video, I share the inside scoop on using AI for institutional-grade investigation:
• Why AI exposes hidden violations in complex billing systems
• How large language models decode regulatory rulebooks instantly
• What “adversarial prompting” means for real-world disputes
• Where AI shifts leverage from institutions back to individuals
AI doesn’t give legal advice—it gives you the tools to uncover truth. The opportunity is to learn how to use it before the institutions do.
Get the full story on the family who saved $160,000 here: https://www.threads.com/@nthmonkey/post/DQVdAD1gHhw
Subscribe for daily AI strategy and news.
For deeper playbooks and analysis: https://natesnewsletter.substack.com/
- Category
- Artificial Intelligence
- Tags
- AI strategy, large language models, Claude


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