Hyderabad, Telangana, India
Most AI prototypes look incredible in a Jupyter notebook but completely fall apart under real-world production traffic. If your LLM applications are throwing parsing errors, returning unpredictable text, or risking corporate compliance by leaking sensitive data to external cloud APIs, I build the production guardrails you need. I specialize in architecting secure, deterministic, and highly scalable Generative AI systems that integrate seamlessly into existing enterprise infrastructure. What I do for businesses and founders: 🔒 Ironclad Privacy (Local RAG Engines): I deploy air-gapped, zero-token-cost knowledge bases using Ollama, LangChain, and ChromaDB. Your private data stays entirely inside your secure network. ⚙️ Un-Crashable Automation (Structured Output Ingestion): I implement rigorous Pydantic validation layers at the model inference boundary, forcing probabilistic LLMs to return 100% reliable, structured JSON payloads that safely connect to your internal APIs and databases. 🤖 Autonomous Workflows (ReAct Agents): I build cyclic agentic graphs that don’t just answer questions—they actively execute Python tools, call external APIs, self-correct errors, and automate operations. Technical Stack: Python | LangChain | Ollama | Pydantic | FastAPI | Docker | Vector Databases (Chroma/FAISS) | OpenCV | YOLO If your organization is looking to move past fragile AI prototypes and build robust, production-grade automated workflows, let's connect.