LLM Integration

Muhammad Zaman integrates large language models into production applications with a focus on streaming performance, context memory management, cost control, and output reliability. He works with OpenAI API, Anthropic Claude, and LangChain.

Capabilities

• Streaming token output with Server-Sent Events and WebSockets
• Conversation context memory with sliding-window token management
• Multi-session and multi-user LLM applications
• Prompt engineering and system prompt architecture
• Token cost accounting and per-user rate limiting
• Model tier selection logic by task complexity
• Output evaluation and quality monitoring

Technologies

OpenAI API · Anthropic Claude · LangChain · FastAPI · Next.js · PostgreSQL · Redis · Python