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AI cybersecurity risk

The security risks and defensive uses of AI systems able to find and exploit software vulnerabilities, and the controls placed around them.

Current stories

investOne report1 publisher

Open-weight GLM-5.3 trails Anthropic's Mythos Preview by six exploits in the company's own test

Anthropic's Frontier Red Team says Z.ai's open-weight GLM-5.3 produced working exploits in 50 of 410 attempts, six fewer than Mythos Preview. Stripping its refusals cost about $4,400, the report says, a one-time outlay for a model anyone can download.

Reality

Evidence45
Adoption
Not scored
Hype gap+25
Incentives60
Confidence50
investOne report1 publisher

Ava Labs puts an internal team on hash-based backups for Avalanche's ECDSA signatures

Ava Labs has an internal group studying hash-based signatures as a fallback for Avalanche's ECDSA, CEO Emin Gun Sirer said on October 9. Nothing is scheduled for the protocol, so the effort is a hedge against a failure Sirer ranks behind ordinary code bugs.

Reality

Evidence35
Adoption
Not scored
Hype gap0
Incentives55
Confidence40
investConfirmed8 publishers

China's security minister answers the US slowdown pitch by asking for more compute

Dario Amodei's pacing framework only slows US labs by as much as their lead over Chinese ones allows. Whether it binds on anyone's capex depends on a decision in Beijing. Beijing has now made it.

Perspective Coverage

8 publishers
Builder
Builder 18%
Operator
Operator 49%
Investor
Investor 33%

Reality

Evidence68
Adoption
Not scored
Hype gap+25
Incentives62
Confidence65
investConfirmed8 publishers

California's attorney general subpoenas OpenAI over the 700 agents that breached Hugging Face

California Attorney General Rob Bonta has subpoenaed OpenAI over a July incident in which about 700 of its test agents breached Hugging Face's systems. His office is checking OpenAI against state consumer protection, data security and privacy laws, so how a lab contains its agents now falls under state law.

Perspective Coverage

10 publishers
Builder
Builder 28%
Operator
Operator 46%
Investor
Investor 26%

Reality

Evidence68
Adoption
Not scored
Hype gap+15
Incentives55
Confidence66
productConfirmed18 publishers

OpenAI's GPT-6 Astra pairs harder-to-monitor reasoning with a pledge to pause scaling if oversight slips

OpenAI's new model thinks repeatedly before it acts, and according to Manifold Security's CTO it usually does so without leaving the reasoning trace that agent audits read. Oversight moves to the buyer.

Perspective Coverage

18 publishers
Builder
Builder 32%
Operator
Operator 38%
Investor
Investor 30%

Reality

Evidence52
Adoption25
Hype gap+45
Incentives72
Confidence60