The Context Problem
Craig Tuttle · February 25, 2026 · 5 min read
I've been using AI products since the very early days of ChatGPT. The capability curve has been staggering. What these systems can do today would have felt like science fiction two years ago.
But there's a problem I keep running into, and it hasn't gone away.
The Browser Window Problem
Every time I want to do something meaningful with AI, I have to dump everything in my head into a browser window first. The context for a project, the background on a decision, the nuance of what I'm actually trying to accomplish. It sometimes takes more time giving the AI context than it takes to get help from it.
And then the conversation ends. The tab closes. All of that context evaporates. Next time, I start from zero again.
This is the fundamental friction of every AI product I've used. The knowledge lives in your head, the AI lives in a browser, and the bridge between them has to be rebuilt every single time.
The Agentic Step Forward
There have been real strides in a positive direction. Agentic workflows are getting genuinely useful. I can have an agent go look up information on the internet, synthesize it, write up reports. That's meaningful progress.
But at the end of the day, that report just becomes more context locked into whatever platform I'm using. Whether that's ChatGPT or Claude, the output lives inside their walls. My knowledge graph gets richer, but it's scattered across platforms I don't control. The context I've built is rented, not owned.
Claude Code Changed things for Me
The thing that genuinely shifted my thinking was starting to play around with Claude Code. For the first time, I was able to own my context. My context lives on my machine. In an Obsidian vault. In my own files. In my own codebase. And I can point Claude Code at that context to work off of it.
Better yet, I can generate new context. I can have it go do research and produce documents that I keep, that I can reuse later, that accumulate into something. The output doesn't disappear into a platform. It stays on my machine, in formats I control, organized the way I think.
Now I Own My Context
This is where I think the real unlock is. Not smarter models (though that helps). Not better chat interfaces. The unlock is agentic systems that read and write from your own machine.
Because when the agent can read your files and write new ones, context builds up over time. It accumulates. What you learn today is still there tomorrow, in a format the agent can reference and build on. The knowledge compounds instead of evaporating.
That's a fundamentally different relationship with AI. Instead of starting from zero every conversation, you're building on everything that came before. The context gets richer, the work gets deeper, and the agent gets more useful the longer you use it.
The Thread That Led to Animus
This is the thread that runs through everything I'm building with Animus. The heartbeat, the persistent memory, the local-first architecture. It all comes back to this conviction: your context should belong to you, it should persist, and the things you build with AI should accumulate into something lasting.
Not locked in a browser tab. Not rented from a platform. Yours. On your machine. Getting richer every day.
Animus is open source, self-hosted, and free. Download it at animusengine.com.
Animus is open source, self-hosted, and free. Download it at animusengine.com.