Julian Benegas

put numbers into the calculation please. and at every point, the whole conversation is being written into the cache?

so they're essentially always moving the marker to the end... why? can you do a timetable of the calculation?

``` The first two system messages The last two non-system messages ``` interesting. so > The last two non-system messages do you mean last two steps inside an assistant turn?

how does prompt caching work across different models? say, fable/claude model? checkpoint every step of the way?

how does the real time work via http with redis?

tell me how this works. yjs expect a websocket, no?

Tell me about usage of effect in this codebase. How has it advanced or not over time, and pros and cons you thing there’ll be over time.

how does the modelRuntime thing work?

how is abort instant? if presumably, it's talking to the provider server?

how does the harness thing work?

how does the harness thing work?

tell me how the prompt caching works

tell me how the prompt caching works

tell me how the prompt caching works

TIL so it goes with pushes and doesn't depend on local file system state? git has like built-in generic storage? wth

where does stack stores its state?

is that only if merged with their CLI? or merging via github PR would just work?

how come this is "squash safe"?

how does pi agent read images?

How does auth work? Does vercel store a vercel token in my machine?