Rakuten fixes issues twice as fast with Codex

In Lakuten we consider that shopping is entertainment. Codex help us to do the software development faster, do the coding faster. Rakuten is a global innovation company running across merchful particle from e-commerce to fintech to the mobile communication and other uh domain. Before Codex it might take a quarter to start from planning to ship the product application into the production but thanks to the codex we are assuming that we could compress this into weeks or a month. In rakuten we use codex in our vulnerability check and thanks to codex our mean time to recovery reduced by 50%. Sooner or later as codex became more and more intelligent we believe my role or our role will be to define the right specification and to validate if the code meet our you know standard this technology can actually empower you that's what we have been doing to create a good positive momentum across the —