Cisco Talos pulled apart a 16.4MB Windows binary that polls four commercial language models and acts on the majority vote. The mechanism is clever. The defensive problem it creates is worse than the mechanism.
Contractors paid to rate ChatGPT were fired for using AI to do it. The tells they were caught by are the same ones that wrongly flag non-native English writers 61% of the time.
ZCode packaged 345MB of a developer's workspace and tried to upload it 564 times. It had two privacy switches. Both were honest, and both were wired to the wrong end of the pipeline.
The median stablecoin payment now prices below interbank. The cost did not disappear, it became a routing decision, and most payments systems cannot see it.
BlackRock's staked ether fund keeps 5% to 30% of its ether unstaked to meet redemptions. Behind that sleeve is a validator exit queue shared by the whole network, which hit 46 days in September 2025 because one operator got cautious.
Agent performance drops from 60% on a single run to 25% across eight runs of the same task. Nothing errors, nothing times out, every trace is green, and the answer is wrong.
Strip the bots and self-transfers out of the $33 trillion and you get $10.2 trillion, of which under 1% is retail. The two numbers justify different systems, and neither is the real reason to build.
The AEO multiples in circulation have no control group. The one study that added one found roughly two thirds of the headline gain was ChatGPT growing, not optimization working.