Every field discovers them independently. Nobody connects them.
Author identifies 5 structural patterns across 3000 cross-disciplinary papers: bottleneck migrates, difficulty is load-bearing, architecture outlives content, knowledge is instrument-constrained. For tech managers: value lies not in today's problem-solving but in scalable architecture and measurement tools; removing difficulty destroys the hidden quality-control system protecting value.
I Read 3,000 Papers Across 12 Fields. Five Patterns Kept Appearing.
Same AI model. 6.7% accuracy.
Change the interface around it. 68.3%.
The researchers didn’t touch the model. They changed the format it used to express edits. The model had been reasoning correctly the whole time. It just couldn’t express its answers without corrupting them.
The failure looked like stupidity. It was a formatting problem.
A numeric-citation audit passed 70 of 70 citations across four model families, and a pre-registered equivalence test cleared its…
I recently ran a small evaluation to compare three AI coding assistants. The task sounded...
This is not proof. It is early, messy evidence from my own workflow: three failures, one small...
I built a 36-pattern checklist to catch AI writing tells in my own drafts, calibrated against...
LLMs drift. They forget rules mid-conversation. They cannot verify their own output. These are not...
How I stopped shopping for different models and started designing different tasks to achieve true functional independence.
