Syed Ahmed Ali ShahSoftware developer · Pakistan

AI Integration for Web Applications

This is practical software integration work, not AI research — connecting an LLM API to a real application, designing the prompt and system behavior around it, and handling the parts (rate limits, context management, tool calling) that make the difference between a demo and something that holds up with real users.

What I can help with

  • An application needs a chat interface backed by an LLM API (e.g. Groq, OpenAI-compatible APIs)
  • Prompt design and system-prompt structure for consistent, constrained outputs
  • Tool/function calling — letting a model take real actions through your application safely
  • Managing conversation context and history sensibly as costs and context windows grow
  • General AI agent experimentation and prototyping

Technologies

Groq APILLM APIsPrompt engineeringNode.jsReact

Relevant projects

Certificates

Related reading & listening

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Whether you're looking for a developer, need help with a web application, automation, AI integration, or a blockchain project — or just want to talk technology — feel free to reach out.

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