u/ralampay

Built a weekend project called Omnidex, a local multi-agent LLM runner.

In this demo, 3 agents work together:

Orchestrator: decides which agent to call

Research Agent: summarizes papers + saves outputs

Chat Agent: handles general queries

No hardcoded routing. The orchestrator decides based on the heuristical routing system. Running fully local on Gemma 4 (2B).

Some takeaways:

Local LLMs can make education accessible offline (no internet needed)

Agent systems are more heuristic than deterministic, very different way of building software

Feels like the future is building tools, then letting agents use them (instead of hardcoding flows)