RAG · LLM
Dependency Advisor
Goldman Sachs · Margin Technology
An internal assistant that recommends the optimal Maven library version for a given upgrade, instead of engineers manually cross-checking compatibility matrices.
- ▸Built with LangChain and Python on a retrieval-augmented generation pipeline.
- ▸Firmwide dependency and compatibility data, plus internal library popularity signals, embedded into a vector store.
- ▸Cuts integration risk by surfacing the version other teams have already validated, instead of guessing.
LangChainPythonRAGVector DB
LLM · DEV TOOLING
MR Review Agent
Goldman Sachs · VS Code Extension
An LLM-powered VS Code plugin that reviews a merge request in-editor before it ever reaches a human reviewer.
- ▸Flags likely issues and suggests fixes directly inline, at the point of writing rather than after a PR is opened.
- ▸Shortens review cycles by catching the obvious problems before a teammate spends time on them.
- ▸Ships as a VS Code extension, so it fits into the workflow engineers already use.
LLM ToolingVS Code APIPython