We @VerifAI hypothesize that using the collective intelligence of multiple models is the way forward, and no single model will be the winner.

Each model will leapfrog one another, and unlike search , there will not be a winner take all dynamic in the LM space. Just like 'Coke and Pepsi' will never collaborate to give the consumer a better/healthier drink, foundation model vendors have no incentive to collaborate on the model itself.

For Code and Test generation (hardware and software), we are already seeing specialized models (SLM's) that mimic a company's coding styles and accents.

Creative use of multiple models (multillm), will lead to better reasoning, better code, tests and get us closer to the ground truth.

-- https://www.verifai.ai, https://multillm.verifai.ai

Please checkout multiple models debating papers from Arxiv on X, using multillm.ai.

Models debating technical papers, gives deep insights into the main points and potential reasoning flaws.

https://x.com/MultiLLM