Sophos cites an independent test putting TypeSafe's Jev at 83% on Banking77 with no training examples, 10 points behind a trained classifier. Jev costs about a twelfth as much per email as Claude Haiku 4.5, so SOCs will be tempted to automate at a volume where small error rates add up.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+20
- Incentives40
- Confidence50
The collaborative opens with $20 million of Amazon's money and $80 million still to raise. Amazon's sustainability report gives data center water use as liters per kilowatt-hour, plus one global total for 2025.
Reality
- Evidence55
- Adoption28
- Hype gap+38
- Incentives74
- Confidence54
Version 0.54.0 sends skill routing, output scoring and verifier double-checks to Jev, a typed model that returns a calibrated probability and no text, at $0.00001 to $0.0001 an answer on Octomind's cloud.
Reality
- Evidence42
- Adoption35
- Hype gap+18
- Incentives74
- Confidence40
A Fast Company piece concedes recent computer science graduates carry higher unemployment than other new grads, then puts their underemployment substantially lower, which is the measure of whether a degree gets used at work.
Reality
- Evidence24
- Adoption30
- Hype gap+38
- Incentives
- Insufficient
- Confidence30
Six of the largest private capital firms will securitize AI infrastructure. Nvidia backstops up to 25% of the GPU collateral, which is what lets senior debt clear a pension fund's credit committee.
Reality
- Evidence38
- Adoption28
- Hype gap+32
- Incentives68
- Confidence44