Topic

AI for Cyber Defense

Models tuned for vulnerability discovery and automated patching, and the gated programmes that distribute them.

Current clusters

security1 distinct publisher

OpenAI gives water utilities and community banks six months to spend $1 billion in Daybreak credit

The billion is credit against OpenAI's own products rather than cash, aimed at water, grid, local government and open-source defenders, and OpenAI wants it consumed within six months, which turns model-assisted triage into a procurement question.

Publishers:helpnetsecurity.com

Reality

Evidence34
Adoption42
Hype gap+32
Incentives81

build7 distinct publishers

Gemini 3.8 Flash's introductory price doubles on December 31, 2026

Google's third Flash release in six weeks keeps the $0.75/$3.75 rate card. But the model also spends more tokens per task. Both numbers in your cost model are moving before the price even changes.

Publishers:archive.thedeepview.comblog.googlesimonwillison.nettestingcatalog.comthe-decoder.comthenewstack.ioblog.vercel.com

Perspective Coverage

3 publishers

Builder: Builder 42%
Operator: Operator 31%
Investor: Investor 27%