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README.md

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 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
 
-At Arc, we are obsessed with enabling AI teams to build reliable, self-improving agents that get better over time. We do this by building and running the world's first autonomous operations platform for AI systems, so our customers can focus on shipping AI features instead of constantly fixing them.
+Arc is a research‑driven team building the learning layer for agents. We believe the next decade belongs to systems that learn with you and for you, capturing what works, transferring it across teams, and getting better with every outcome.
 
-We enable companies to deploy AI agents that learn from their own production failures, using novel techniques ranging from automated curriculum generation to production-aware reinforcement learning. Arc does so by producing novel science and putting it into production. We are committed to the belief that AI systems should continuously improve themselves, and that reliable AI should be available to all engineering teams.
+With Arc, agents build experience. They learn your standards, push back when a choice conflicts with past wins, and share distilled tactics across your organization, creating a self‑improving execution layer.
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+We’re building for an open future where experience is auditable, transferable, and compounding. If this resonates, follow our work and get in touch.