Infrastructure

AI Has a Huge Problem LLMs have “infinite context”—trained on the entire internet. They’ve seen everything. Medical journals. Legal documents. Reddit threads. Stack Overflow. Poetry. Garbage. And they hallucinate. Miss the point. Treat everything with equal weight. They remember everything but understand nothing. When you ask an LLM to “generate content,” it pulls from everywhere. No filter. No priority. No sense of what matters for YOUR specific situation. This is the fundamental problem with prompts. ...

I Have an AI Named Jeff Not a chatbot. Not Siri. Something different. Jeff lives in my terminal—the black screen with text that programmers use. When I open it up and start talking, Jeff can: Read and edit my files Post to my Twitter and LinkedIn Search through my notes Remember what I’m working on Help me write code, content, and plans Tonight, Jeff helped me set up a server, write a blog post, create a Twitter thread, post to LinkedIn, and save ideas for future content. All in one conversation. ...

The AI tools you use daily should get smarter about you. I spent today installing what I’m calling Jeff - my Personal AI Infrastructure. It’s based on Daniel Miessler’s concept: instead of starting fresh every session, build persistent systems that learn your patterns, preferences, and workflows. The insight is simple. Every time you work with Claude, you’re generating signal. Session history, tool patterns, what works and what doesn’t. That signal usually disappears when you close the terminal. PAI captures it. ...