
### Section 2.2  Context Window Manager (Atomic Index)
So something that is Important in the subtle casting system is that there should be links to Particularly things that are related I think that There needs to be some way to like link down to be able to find the right course of action for the Asians so if that is the stat index that's fine, but like we should elaborate on this a little bit because like if there are 25 different Directories that it could run down into like we don't want to feed all the context in so like we need to be able to like make it smart enough to weave down into the Parts of the code that we actually need to change

#### Claudes context slash command
In the early stages when we're just using Claude this should be pretty easy because there is a context slash command and it does a decent job of keeping track of where it's spending its tokens. So we might want to incorporate that in some capacity or at least look into how they're doing it so that we can do the same for all of our projects. It does seem like pedantic also has us built in so we should make sure that we aren't reinventing the wheel but should build the best possible dev metrics we can.

## Section 5 Coding Agent Team

I think that it's going to be very hard to actually prevent them from editing the same file and therefore that's why we should use the git work trees or something along those lines when we are spinning up different things. But I'm not sure, maybe Claude has figured out a way to actually do this correctly. We should really do a deep dive into how they are using and building agent teams and communicating across context with each other to make sure that they aren't interfering with each other in any way.

### Self-Validation Gates
Note that those are the tests and requirements for Python, but we need to make these language agnostic. There are certain situations where we're gonna write in other languages and we should always do the research to make sure that we know how to test in that language, what the linting process is, how to make sure that we're typing correctly, following each of these rules for that specific thing because it's different for Python and JavaScript and Rust or something like that.

## 7. Cost/Performance Metrics (Full Module)
Something we should look into is DuckDB. I heard somebody comparing it to SQLite. I just want to see what the added advantages are of that versus the current setup.

## 9. Package Structure
I'm not sure that this actually follows the perfect modular setup. We should make sure that the tests belong with the modules in some capacity because they, again, they might not all be a part of every project. And so we want to make sure that we can weave them in and out as necessary. So the less coupling we do, the better as well. They should all be able to run even without all of the other pieces, if that makes sense. Let me know if that causes any problems and we have to rethink things.


## Other Feedback
Make sure that everything that we are building is modular and can live on its own if we decide or find a better option at some point in the future. We can just replace it. That's the most important part, I think, is that everything should fit together seamlessly, but everything is also replaceable by new tech that comes out every day.

I am not positive that we actually researched beads and the framework that it uses for its handling of issues and how we're going to have to integrate that into the theory along with the API integrations for linear and plain. So we should definitely look into that.