The technology is progressing so fast if there's not a breakthrough for three weeks, it's considered a red flag that the technology is stalling out. I'm not sure how fast academic papers typically take to run through the whole cycle, but it's not THAT fast. By the end of next week there will be six different agents and twenty startups working on this problem, and in two months Anthropic and OpenAI will have rolled it into their core product offering after aqui-hiring four of them. Two blog posts are equivalent to a paper for the next five years in this space, unfortunately.