Skip to content
Current Zeitgeist

Coming soon

This part of Current Zeitgeist isn’t open yet. The community is: the world’s topics, and the discussions where people work things out together.

Go to the community

Industry · Week 44, 2026

Security & defence

What the field argues about, where people say it is heading, and what those ahead of the curve are doing.

Wars and security
4.3%
People quoted
20

AI-generated Questions, positions and links named by an AI model from the quotes and figures on this page. Every quote is checked word for word against its source; numbers come only from the surveys shown. How subject pages are made

Security & defence

Media

Security & defence

Opinions

The questions the field argues about, and each side in the words of the people who hold it.

How should defenders respond as AI accelerates vulnerability discovery and exploitation?

Use AI to strengthen defence

Apply AI to identify, address and fix vulnerabilities, and build systems that avoid them.

And so I think it is possible, I think it may not be immediate, but over time we're going to perhaps use AI to help us write more secure software or build more secure systems.

Bruce DangOdd Lots, 30 Oct 2026 · from an automatic transcriptReport a problem

And I fully agree with Ari. Now the trip for the white hats is to apply AI to that process, to use the power of AI to think through vulnerabilities, address vulnerabilities, fix vulnerabilities, design new systems without those same vulnerabilities going forward.

Chris GiancarloUnchained, 27 Oct 2026 · from an automatic transcriptReport a problem

Expect faster attacks

AI is accelerating vulnerability discovery and exploitation, while defenders move more slowly.

Now that window is collapsing. It is collapsing everywhere. Not just in php, in Windows, in Mac os, in anything.

Thai DuongOdd Lots, 30 Oct 2026 · from an automatic transcriptReport a problem

Now we have seen that there is an uptick of the AI assisted hacks that started to happen in March this year. So AI systems became smart enough, attackers started to use them to assist in these hacks.

Alex ShevchenkoUnchained, 9 Oct 2026 · from an automatic transcriptReport a problem

2 more quotes with Pro

How far should investment in AI security and safeguards go?

Invest ahead on safeguards

Invest early and substantially in model safety, security and guardrails as well as research.

I would encourage more research labs around the country or the world, as a matter of fact, to invest in this type of research. It's very important.

Grayson BrulteThe Road to Autonomy, 30 Oct 2026 · from an automatic transcriptReport a problem

For me, pacing the frontier is just really investing ahead and also investing way more than we even think we ought. Investing in the alignment and safety of the models, investing in security, investing in the guardrails.

Tibo SottiauxHead of ChatGPT and Codex, OpenAILenny's Podcast: Product | Career | Growth, 4 Oct 2026 · from an automatic transcriptReport a problem

Apply safeguards incrementally

Start with an incremental first wave, assess how it works, and expand measures as needed.

I would term what the White House did to be in the right direction, but incremental. And that's probably not a bad way to go. Let's see how this first wave works and then they can expand it as need to be.

Chris GiancarloUnchained, 27 Oct 2026 · from an automatic transcriptReport a problem

How should security risks in hardware supply and response be managed?

Buy directly, limit handling

Reduce physical-security risk by limiting how many hands handle a device and buying from its producer.

I think if you care purely about physical security, minimizing the number of hands that devices are passed through before they reach you is a sensible approach. So obviously buying directly from Ledger in this case would be the best way to minimize that risk.

JontyUnchained, 16 Oct 2026 · from an automatic transcriptReport a problem

But I personally would advocate that hardware wallets are probably still the best solution for retail users that want to self custody. Clearly, at least right now I would definitely buy devices directly from the producers and don't rely on the reseller network.

JontyUnchained, 16 Oct 2026 · from an automatic transcriptReport a problem

Improve guidance and response

Issue general customer guidance when risks are known and improve industry response so assets can be secured faster.

The fact that this has been known by Ledger for a while should have at least triggered Ledger to issue some generic guidance so that maybe some customers would look at their device.

Mark KarpelèsUnchained, 16 Oct 2026 · from an automatic transcriptReport a problem

I would say if we, if as an industry we had a better way of responding in these instances such that we could secure those freezes more quickly. Actually in this instance we could have saved a lot of money.

JontyUnchained, 16 Oct 2026 · from an automatic transcriptReport a problem

Security & defence

Emotions

What published surveys counted when they asked people in and around the field.


Pulse

Pulse: what readers say

Readers who answered, not a representative sample.

Security & defence · Mastodon · Bluesky

What people share

The links people pass around and how much they post about the field this week, counted on Mastodon and Bluesky.

Most shared this week

  1. 1
    Merz: Google Cloud is sovereign enough for intelligence agencies

    heise online · 203 accounts shared it · trending 2 days

Links: most shared on Mastodon servers, filed by subject by an AI model. Posts: a random sample of Bluesky, sorted by an AI model.

Security & defence

Direction

Several forecasts point to AI speeding up both attacks and defence, while some schemes face pressure from AI and, later, quantum computing.

We will see lots of schemes fall over the next five years, both to quantum and AI.

Conor DeeganUnchained, 21 Oct 2026 · from an automatic transcriptReport a problem

And so I think it is possible, I think it may not be immediate, but over time we're going to perhaps use AI to help us write more secure software or build more secure systems.

Bruce DangOdd Lots, 30 Oct 2026 · from an automatic transcriptReport a problem

Security & defence

Goals and visions

Forecasts and visions, with when they were said and when they can be checked.

  1. And I fully agree with Ari. Now the trip for the white hats is to apply AI to that process, to use the power of AI to think through vulnerabilities, address vulnerabilities, fix vulnerabilities, design new systems without those same vulnerabilities going forward.

    Chris GiancarloUnchained, 27 Oct 2026 · from an automatic transcriptReport a problem
  2. We've been on defense for years. As the attacks multiply, we viewed it as time to go on offense.

    Chris GiancarloUnchained, 27 Oct 2026 · from an automatic transcriptReport a problem
  3. Openover time

    And so I think it is possible, I think it may not be immediate, but over time we're going to perhaps use AI to help us write more secure software or build more secure systems.

    Bruce DangOdd Lots, 30 Oct 2026 · from an automatic transcriptReport a problem

15 more in the Pro forecast tracker

Security & defence

Confusions

Common claims, and what the sources show instead.

Often said

AI security is only a question of stronger safeguards.

What the sources show

The claims also frame AI as accelerating attacks and as a tool defenders could use to find and fix vulnerabilities.

Now we have seen that there is an uptick of the AI assisted hacks that started to happen in March this year. So AI systems became smart enough, attackers started to use them to assist in these hacks.

Alex ShevchenkoUnchained, 9 Oct 2026 · from an automatic transcriptReport a problem

Often said

AI and quantum pose the same immediate threat to existing schemes.

What the sources show

One speaker describes AI timelines as more immediate, while forecasting quantum pressure over a longer horizon.

We will see lots of schemes fall over the next five years, both to quantum and AI.

Conor DeeganUnchained, 21 Oct 2026 · from an automatic transcriptReport a problem

Security & defence

Ahead of the curve

What practitioners ahead of the curve say they do now.

  1. Use deterministic safety restrictions to keep decision-making out of an agent's hands.

    Yeah, so all of our safety restrictions are fully deterministic and they take the decision making off the agent's hands.

    Aman SinghLatent Space: The AI Engineer Podcast, 31 Oct 2026 · from an automatic transcriptReport a problem
  2. Monitor protocol conditions and invariants, and build systems to detect risky situations quickly.

    That's why we understand that it is extremely important to monitor the state and monitor the invariance and the different condition of the protocol in order to be able to quickly react.

    Alex ShevchenkoUnchained, 9 Oct 2026 · from an automatic transcriptReport a problem
  3. Invest early in alignment, safety, security and guardrails.

    For me, pacing the frontier is just really investing ahead and also investing way more than we even think we ought. Investing in the alignment and safety of the models, investing in security, investing in the guardrails.

    Tibo SottiauxHead of ChatGPT and Codex, OpenAILenny's Podcast: Product | Career | Growth, 4 Oct 2026 · from an automatic transcriptReport a problem

Security & defence

Topics and industries

Where this field meets other topics, careers and industries.

Week 44, 2026 · 20 people quoted

Security & defence

Discussion

Preview: what someone without an account sees hereNext: just signed up →Back to the site

Sign in or create a free account