
4th year in a row making the CNBC Disruptor 50. This year at #5. Over half of the 50 companies on this list are Ramp customers. Grateful to be serving the best.
Michael Manne
2.3K posts

@MichaelManne
Sales at @tryramp | Company Builder | Angel Investor

4th year in a row making the CNBC Disruptor 50. This year at #5. Over half of the 50 companies on this list are Ramp customers. Grateful to be serving the best.

We post-trained a 3B model with RL to beat Opus on spreadsheet retrieval. Faster, cheaper, more accurate. - If a piece of your agent loop is narrow, verifiable, and highly repeatable, a tiny trained model might beat the frontier. - The application layer is still early and new verticals are opening fast. Cheap domain specialists orchestrated by a frontier model that only spends tokens on judgment is a bet worth watching.





BREAKING




















Tomorrow’s a big day at Ramp — but not everyone’s thrilled about the new CFO.



