AI social media is currently 90% hype and 10% signal. We’d like to shift that ratio.

At Vibrant Labs, our work lives in the depths of reinforcement learning, post-training data, and computer/browser-use agents. Every day, we internally read and share papers, and we constantly reach out to authors to dig deeper into their findings.

Starting this week, we’re sharing our internal notes. We’ll be breaking down novel research and its implications for autonomous computer use.

If you’re working on benchmarking or post-training agents, stay tuned for the deep dives.