Definitely. For now the "frontier-level" papers (working with repository-level coding maintenance) need to necessarily depend on previously (and statically) generated Code Knowledge Graphs or Snippet-Retrieval systems, which makes the scalable and fast aspects complicated, as any change in the code would represent a change in the graph, hence requiring a rebuild. But given the context limit, you need to rely on Graph queries to give relevant parts and then at the end of the day it just reads snippets instead of the full code, which makes the consistent an issue, as it can't learn from the entirety of the code.

Papers I'm referring to (just some as example, as there're more):

- CodexGraph [https://arxiv.org/abs/2408.03910] - Graph

- Agentless [https://arxiv.org/abs/2407.01489] - Snippet-Retrieval