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Latest Work

AI DEVELOPER TOOLING — LIVE IN PRODUCTION

CodeBase — AI-Powered Codebase Intelligence

Semantic search over any GitHub repo — understand any codebase in seconds.

Live at codebase-frontend.vercel.app

sentence-transformers + FAISS · Groq LLaMA-3.3-70B · AWS DynamoDB/S3 · Vercel

Indexes any GitHub repository into a semantic vector store — ask natural-language questions and get grounded, code-aware answers. Multi-repo comparison with side-by-side architectural analysis lets you benchmark codebases against each other. Embeddings stored in FAISS, metadata in AWS DynamoDB, raw files in S3. Groq LLaMA-3.3-70B drives inference for sub-second response times at scale.

Stack: FastAPI · FAISS · sentence-transformers · AWS DynamoDB/S3 · Groq LLaMA-3.3-70B · Next.js · Vercel
FastAPI FAISS sentence-transformers AWS DynamoDB AWS S3 Groq LLaMA-3.3-70B Next.js Vercel
Live Demo View Source 
POST /search
repo: "github.com/user/repo"
query: "how is auth handled?"

# sentence-transformers embed
# FAISS ANN search
# Groq LLaMA-3.3-70B answer

{
  "answer": "JWT via middleware...",
  "sources": ["auth.py:42"],
  "latency_ms": 312
}