Haize Labs sold red teaming and evaluation tooling to frontier labs and large enterprises. Its engineers are now an internal research group inside a Toronto holding company that buys small-business software.
Reality
- Evidence45
- Adoption30
- Hype gap+12
- Incentives70
- Confidence52
The durable output of OpenAI's new agent cookbook is an eval suite generated from human and model feedback on five runs of one fictional company, plus a handoff file that tells Codex what to change next.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+20
- Incentives78
- Confidence62
CB Insights counts three acquisitions of AI app-governance startups in the past year, by SentinelOne, OpenAI and Asana. Only one of the three prices is public, and it is a ceiling of up to $300M.
Publishers:cbinsights.com
Reality
- Evidence28
- Adoption20
- Hype gap+35
- Incentives78
- Confidence40
The published floor is six months for generally available models, three for Codex and chat variants, and as little as two weeks for anything with preview in the name. The dated entries in the log sit on the floor.
Reality
- Evidence70
- Adoption35
- Hype gap0
- Incentives72
- Confidence68
Microsoft archived its prompt-injection framework on March 27, 2026. The tools that remain split into app-layer and model-layer work, and PyRIT was the only one configurable for both.
Reality
- Evidence42
- Adoption48
- Hype gap+12
- Incentives58
- Confidence45
An agent reported a bulk insert complete when zero rows had landed. The fix is not a better guardrail on the text but a mandatory re-read of the system of record before completion can be claimed.
Reality
- Evidence34
- Adoption11
- Hype gap+24
- Incentives62
- Confidence33