I built Valoris Research to solve a problem I kept running into: there’s a flood of brilliant AI research on arXiv every day, but very little of it makes the jump into real, venture-backable startup ideas.

Valoris Research is a daily feed that:

- Scans the latest arXiv AI papers

- Evaluates them for market potential, customer pain points, and venture readiness

- Publishes concise, human-readable venture ideas inspired by the most promising works

Think of it as a bridge between emerging academic research and practical innovation — built for founders, investors, and technologists looking for their next big idea.

I launched this as a side project a few weeks ago and have been shipping daily. I’d love feedback from the HN community — especially around:

- Usefulness of the venture idea format

- Gaps or improvements you’d want as a founder or investor

- Whether there are other research domains I should cover beyond AI

Happy to answer questions about how I evaluate research, pick ideas, or scale the pipeline.

— Sumit