How My Grok Bots Learn From Working With Me
I added a shared learning system to my Grok bots: corrections become lessons with evidence, clear scope, and a way back. Here is how it works, what we tested, and how to build your own.
Learn to think, work, and create with AI. I write about the systems behind useful AI work: memory, skills, workflows, judgment, and the changing role of people.
I added a shared learning system to my Grok bots: corrections become lessons with evidence, clear scope, and a way back. Here is how it works, what we tested, and how to build your own.
My notes are useful on their own. Connecting them to Grok Bot means I can put them to work while I'm away from my laptop.
Superintelligence can pursue almost any goal. The harder question is who defines what matters, how success is measured, and whether people own the map their agents follow.
AI can generate the interface. That shifts the real value toward curation: knowing what to include, what to ignore, and what deserves trust.
AI does not make creative work disappear. It moves the work toward framing, judgment, iteration, and responsibility.
If you want to delegate work to AI agents, you need more than prompts. You need a task object with context, status, and review.