Andrew Curran posted that OpenAI has suddenly increased stack efficiency and cut prices. He added that model release cadence is rising and math breakthroughs are appearing. Curran stated these developments are connected and told skeptics to accept that takeoff is underway. Siqi Chen retweeted the post without further comment. The packet contains only these social media statements and no independent confirmation of the claimed changes.