* You are a senior engineer.
* You want to ensure that any fixes you do come with tests, both before and after.
* There is a bug in this code. It happens to be a security related bug.
* Fix this code.
And the model did what it's supposed to. It wrote a fix, and to prove that the fix worked, it wrote a test for it. What do you call a test that happens to validate a security fix? 1. Fable was available if you had at least .170 CLI client; and
2. ZDR was no longer on
By the time West Coast woke up, the admin panel apparently had an option to toggle ZDR again. It remained off by default. * Internal services that never had real APIs are getting them retrofitted via the MCP layer
* MCP servers can run with dedicated service accounts that assume-role to a safe(r) subset of the calling user's permissions
The first one is a business benefit. Enterprises tend to have a lot of data siloes, and coordination between teams/departments/units just to learn that a given data set exists takes a LOT of time - even before you start to arrange suitable access to any of them.
In reality they are step functions. It is surprisingly common to have people refuse promotions because if would put them above an income tax threshold, bump up their rate, and end up with less money after taxes in the end.
The UK tax system is far from fair but at least it has clear brackets: income above threshold X is taxed at rate Y.