Projects · Stack · Focus · Contact

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vamshi@ai-lab:~$ whoami

Vamshi Bachu — AI engineer and backend developer interested in building practical LLM-powered systems. I work on retrieval pipelines, agentic workflows, MCP servers, and reliable backend applications.

vamshi@ai-lab:~$ ls ~/projects

Project	Description	Tags
⭐ docrag-mcp	Document retrieval server with MCP, FAISS, embeddings and reranking.	RAG MCP FAISS
⭐ guarded-ai-agent-mcp	AI agent with tool policies, guardrails and human approval.	Agents MCP Guardrails
Ad-Forge	Generative advertising pipeline from brief to media assets.	GenAI Pipeline
EnseSmells	Explainable multimodal ensemble for code-smell detection.	ML Explainable AI
git-like-pdf-diff	Git-inspired PDF comparison.	PDF Diff
OCR-MARKSHEET	OCR-based marksheet data extraction.	OCR Extraction

_{⭐ = start here. More on my repositories page.}

vamshi@ai-lab:~$ cat stack.txt

LANGUAGES      Python · Java · SQL
BACKEND        FastAPI · REST APIs
AI / ML        LLMs · RAG · LangChain · LangGraph · PyTorch
AGENT SYSTEMS  MCP · Tool calling · Guardrails
RETRIEVAL      FAISS · Sentence Transformers · Reranking
INFRA          Docker · AWS · Linux · Git

vamshi@ai-lab:~$ cat focus.txt

• Building reliable agentic workflows
• Improving document processing and retrieval quality
• Designing production-ready backend services

vamshi@ai-lab:~$ git status

Learning      [####################] ongoing
Building      [####################] ongoing
Shipping      [####################] ongoing

vamshi@ai-lab:~$ ./contact.sh

• 💬 Open to collaborating on RAG, agent, and MCP projects — open an issue or reach out via GitHub.
• 🐛 Found something in a project? Issues and PRs are welcome.

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_{Stay curious. Build things. Understand how they work.}