The Reckoning's Shape

The reckoning will not arrive as a single crash.

Markets rarely correct a false paradigm in one clean motion. Institutions do not wake up together, admit the same error, and reprice the future by lunchtime. Technology bubbles do not deflate evenly. They crack, deny, recover, rotate, rebrand, fragment, and only later become obvious in hindsight.

For a long time, it will look like nothing decisive is happening. The headlines will continue. The data centers will continue. The model launches will continue. The benchmarks will continue. The enterprise pilots will continue. The executives will continue to say demand is strong, infrastructure is strategic, customers are early, and the opportunity remains enormous.

“The executives will continue to say demand is strong, infrastructure is strategic, customers are early, and the opportunity remains enormous.”

That is why the reckoning will be confusing.

False paradigms do not survive because every part of them is false. They survive because enough of them is true to protect the parts that are wrong. AI is useful. Models are improving in some ways. Businesses are adopting the tools. Developers are building with them. Consumers are integrating them into daily life. Workflows are changing. Some companies will create enormous value.

A correction does not require the technology to fail.

That is the first thing to understand about the shape of the reckoning. It will not be a referendum on whether artificial intelligence matters. It will be a repricing of how, where, and for whom it matters.