Key Takeaways
- 1Operations teams can build and deploy their own internal tools, bypassing the IT backlog entirely.
- 2The role of senior developers shifts from writing internal code to reviewing AI-generated prototypes.
- 3When execution cost drops to zero, companies finally tackle low-priority but high-value operational fixes.
Frequently Asked Questions
How do non-engineers build tools securely?
By using internal AI playgrounds. Commercial staff generate the code, and senior IT engineers review it for security before deployment.
Does this replace the engineering team?
No. It frees up senior engineers to focus on core product features that drive revenue, rather than acting as typists for operations teams.
Kyto
AI & Automation Firm
We design and build AI automations and business operating systems. Agency results + Academy sovereignty.

