3 articles on scientific discovery.

A language model can write a convincing paragraph about a compound it has never reasoned about. Discovery needs reasoning that persists, can be checked and improves with every experiment.

The most valuable finding in a field is often a contradiction no paper states. Why summaries hide it, and how holding every claim with its conditions brings it out.

A hypothesis is only as good as its weakest step. Built as an explicit path, every link sourced, it can be reviewed in minutes, and the next experiment chosen on purpose.