claude cowork is a vibe-coded project from claude code.

...no seriously. anthropic built cowork in a week and a half using their own agentic coding tool. bcherny confirmed it on danshipper's livestream. altryne asked "how much of it did claude code write?" and boris said "all of it."

sit with that for a second.

the tool built the tool. and the tool it built is better than most things teams of ten ship in a quarter.

we are approaching something that most people in tech still aren't fully processing.. a recursive improvement loop. the models get better. the tools built with those models get better. the next generation of tools gets built faster with the better tools. repeat.

so what does this actually mean.

1. things are speeding up. a lot. if you're not using claude code or agentic tools in your engineering process by now.. you're going to fall behind in ways that compound. this isn't a nice-to-have anymore.

2. teams that are competent in harnessing agent harnesses (claude SDK, MCP, tool orchestration) will have engineering velocity that simply cannot be matched by traditional teams. the gap is already visible. it's about to become absurd.

3. interconnecting your business operations into these harnesses gives the agents the context they need for rapid feature and product development. this is what we're doing with moshi.. our ops agent mo feeds context from every meeting, every slack thread, every spec directly into the development loop.

4. the talent stack is absolutely flattened. i've been talking about this for months. look at coordination cost as opportunity cost now. a team of three with the right harness will outship a team of thirty without one.

5. the next model update will speed this loop up even faster.

lock in.