PolyThink: A Multi-Agent AI System to Eliminate Hallucinations

9 points by kuberwastaken 10 months ago

Excited to announce PolyThink Alpha's early access! Our multi-agent AI system fights hallucinations with consensus-driven, accurate answers from multiple models. I'd love for you to join the waitlist at https://www.polyth.ink/ as I'm planning to randomly roll out invites starting May. Feedback will shape our final launch! I'd love thoughts and suggestions too! What would you like to see here?

stereo 10 months ago

Isn’t this basically the Swiss cheese model? If your two input AIs hallucinate, or your consensus AI misunderstands the input, you will still have confabulations in the output?

  • TheKelsbee 10 months ago

    I have this same thought, and have tried similar approaches.

    OP: Have you trained or fine tuned a model that specifically reasons the worker model inputs against the user input? Or is this basically just taking a model and turning the temperature down to near 0?

    • kuberwastaken 10 months ago

      Low temperature, heavy prompting to answer in a structured way. Sadly can't fine train models since this is API based but the approach does work!

  • kuberwastaken 10 months ago

    From all my testing, this never really happened even once honestly, plus the judge model (that I've kept strictly a reasoning model) also evaluates individually before "judging" the consensus.

sks38317 10 months ago

I’m genuinely interested in how you arrived at the concept of using AI as a method to treat hallucinations. What inspired that approach?

  • kuberwastaken 10 months ago

    Honestly, personal use cases. I am a STEM student and deal with a lot of "hard" questions that are about 60% of the time miscalculated by LLMs, I used to manually paste in approaches from say ChatGPT to DeepSeek and now grok and asked them what do you think is better. I created this out of necessity to automate this then realized how cool it can be if it scales further haha

consumer451 10 months ago

Very interesting. Will this be available as a meta model via API, allowing use in the coding tool of my choice?

  • kuberwastaken 10 months ago

    Eventually yes, that's the plan! It's extremely good with code too, especially with more vague requests, tends to take about 2-3 rounds but almost always gets a great approach.