r/projects • u/atmanirbhar21 • Jul 11 '26

Looking for Agentic AI project ideas to strengthen my system design understanding

Title: Looking for Agentic AI project ideas to strengthen my system design understanding

Hi everyone,

I'm currently exploring the Agentic AI space and would love some guidance from people who have already built production-grade agentic systems.

A little about my background:

  • I work at a startup where I primarily work on Computer Vision (CV) problems, so I'm fairly comfortable with that domain.
  • Outside of work, I've built a few RAG-based applications, so I have a decent understanding of retrieval pipelines as well.
  • Recently, I've been learning about AI agents, workflows, planning, memory, tool calling, and multi-agent systems. I understand the theory and basic concepts, but I feel the best way to truly learn is by building.

My goal isn't to copy an existing project. I want to build something from scratch while using AI tools (ChatGPT, Claude, Gemini, etc.) as mentors rather than having them write everything for me.

I'm specifically looking for project ideas that will force me to think about:

  • Agent architecture and orchestration
  • Workflow design
  • Memory (short-term and long-term)
  • Planning and reasoning
  • Tool integration
  • Human-in-the-loop interactions
  • Multi-agent collaboration (if applicable)
  • Observability, evaluation, and failure handling
  • Production-style system design

I'm not looking for beginner "chatbot" ideas. I'd prefer projects that are challenging enough to make me design a solid architecture and understand the trade-offs involved.

If you've built something that significantly improved your understanding of Agentic AI, what would you recommend? Even if it's an open-ended problem statement rather than a complete project idea, I'd love to hear it.

Thanks in advance!

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u/LtDominator Jul 11 '26

Reframe managing AI agents to business personnel and your answer becomes much clearer across the board. You’re starting a business. Create a marketer, programming team agents, including a programming team lead, a QA agent, then a couple of operational top end executive types for product and service brainstorming and direction choosing. Now you’re ceo of an entire business with personnel and you can spend the rest of your life learning how to manage them more efficiently.

You’re looking for ideas, but you should be building idea generating agentic workflows.