twoelf

I just want to ask the frontier builders and developers who are working on the flagship models a few questions. Is it still cost-efficient and worth it to keep making huge language models, when smaller, specialized…

I’ve become lazy, and got addicted to "vibe" coding using the large "language" models. At first it worked well, made impactful changes, even added to my requirements, and the "vibe" was good. The tool did what I asked…

I built a system that can learn directly from its own codebase locally and understand the entire project context from the start. Current coding agents typically spend 2–3 minutes gathering context that already exists in…

Point it at a codebase. Any language. Any size. In under a second it tells you the architecture. Not a dependency graph. Not a file tree. The actual architecture — what orchestrates what, where state lives, where the…