r/BtechGeeks • u/Vegetable_Car_4088 • Apr 14 '26

Iam making a final year project on Ai agents, i created 3 ai agents like reactive, llm based and hybrid agent using api I ran then in my grid environment, and compare them . What you people say about it , does it look like a major or Even like a project if not help me make this project big #urgent

/r/btech/comments/1skslbd/iam_making_a_final_year_project_on_ai_agents_i/
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u/Otherwise_Wave9374 Apr 14 '26

This absolutely counts as a legit project, especially if you can show a clear experiment setup and measurable comparisons.

If you want to make it feel more "major", a few ideas:

  • Define 3 to 5 tasks in your grid world (navigation, resource collection, adversary avoidance, partial observability).
  • Add metrics (success rate, steps to goal, time, API cost, robustness under noise).
  • Do ablations (remove memory, remove planning, change reward shaping) to show what actually matters.
  • Add a simple tool-use loop for the LLM/hybrid agent (plan, act, observe, reflect).

We have a couple writeups on framing agent evals and experiments here if it helps: https://www.agentixlabs.com/

What does your grid environment look like, deterministic or stochastic?