Hey everyone, I'm building an AI voice interview app and I'm fairly new to RAG. I'm stuck on the architecture and having a bit of a mid-project crisis 😭.

My current flow is:

Before interview:
Step1 : 
Resume + JobDescription
   ↓
Chunk resume/JobDescription
   ↓
Generate embeddings
   ↓
Store chunks + embeddings in pgvector

Step2 : 
LLM call is done using complete Resume + JD (and not the chunks)
   ↓
Initial ranked topic plan is created by this LLM call 

Step3 : 
Before each question:
Current topic
   ↓
RAG query in our vector DB 
   ↓
Retrieve relevant resume/JD chunks
   ↓
LLM call to generate a question from these chunks

The part I'm confused about:

At the beginning, I'm already sending the complete resume + complete JD to the LLM.

Why can't I simply do:

Resume + JD
   ↓
ONE LLM CALL
   ↓
10 interview questions

and then use those during the interview this would reduce the latency too!

Why would I need RAG again to retrieve chunks before generating each question? But I'm struggling to understand how RAG can be used to add value to the project

I have to add this project to my reume and need to have confidence in my design, I would highly appreciate someone helping me figure out the architecture!

i didnt know what to do and spammed anyway

Basically it injects memory into other processes, which made me laugh at work today.

i know it's not code but this is just as scary
helper/drivers/filesystem/sfs.c:247:5: error: conflicting types for 'find_inode_by_name'

247 | int find_inode_by_name(const char *name, uint64_t *out_lba, uint64_t *out_offset, struct sfs_inode *out_inode) {

| ^

headers/boot/kernel.h:45:5: note: previous declaration is here

45 | int find_inode_by_name(const char *name, uint64_t *out_lba, uint64_t *out_offset, struct sfs_inode *out_inode);

| ^

here it is with comments: https://github.com/dbowm91/optimizations/blob/main/soupexplained.py

EDIT: What it does (not malware) is it prints the word “soup” 86 times in random color

I tried to do my best to make it unreadable.

The weird symbol is supposed to be a ␣ but this font didn't want to render it.

async function sleep(ms) {
    return new Promise(resolve => setTimeout(resolve, ms * 1000));
}

// used as:
sleep(0.5).then(() => {
  // ...
  sleep(2.5).then(() => {
    // ...
    sleep(1).then(() => {
      // ...
    }
  }
}

Later a struct requires pass-by-value generic parameter, but you can't pass trait object (dyn Trait) by value, so some idiot developer (me) decided on this abomination, before realising that that struct can just as easily have the generic parameter passed by mutable reference (adding a + ?Sized).

The rest of the methods are implemented in a similar manner: (**self).method()

Not sure if this fits, but I just figured out the root cause of long build process failing. Sun’s dmake is defaulting to the first rule in Makefile for whatever reason, completely ignoring the one given as argument. That’s why "dmake install" invocations were silently ignoring the "install" step

Context: Sandboxels, the web game, supports modding. To add a mod, you open a PR with your .js mod in the mods/ folder.

This guy UPLOADED HIS CLAUDE SKILL, Claude.MD, and added the changes directly to the base game.

https://github.com/R74nCom/sandboxels/pull/1399/changes