Security through obscurity was never a great strategy.. and now it’s not a strategy at all..
Hopefully at the end of this decade, a ton of software practices have been overhauled to eliminate classes of problems. Memory-safe language use is a great start - but it’d be great to see innovation in checking for TOCTOU problems, improper/missing authn & authz, and many others.
This is an engineering problem. It won’t be solved by models that “only do dumb shit 1/10th as often, only 0.01% of the time now not 0.1%!” It won’t be solved by adding more models to do even more double-checking before and after the work. It won’t be solved by hoping humans catch it in review. It isn’t solvable by adding outer loops of any sort - though we may get close. To truly solve this will take serious CS research.
Most verification is undecidable, lots of it is pspace complete. That doesn’t mean very much in practice since those are worst case bounds. People regularly solve problems that are undecidable for all practical instances that they care about.
Verifying behaviour of an arbitrary program is uncomputable. However that doesnt mean you can't have proofs of behaviour of specific programs you create.
Personally i have some doubts, a lot of research has gone into the idea without much to show for it, but its a very reasonable research area.
I feel like it's also been overrun by a lot of spam. As someone running a company, I get 2-5 unsolicited "vulnerability reports" per week. Half of them are an LLM finding some bad CSS on our framer splash page. The other half I assume are an extortion attempt so we just mark as spam.
Occasionally I see real security researchers on HN complaining that no one takes the disclosure seriously, or that people reply immediately with a cease and desist. But from the receiving end it's just because the spam is unmanageable.
Same experience here. I've run a successful vulnerability disclosure program for over a decade and paid out thousands of dollars in bounties for scanii.com (a malware identification API service), but recently (since the beginning of the year), we went from receiving maybe 5 per month to receiving 5 per day. These are clearly AI-generated and extremely low quality (albeit well-written). The rules of the program aren't read, and it's clearly a “point-and-click to a website" and file a report.
I'm now considering just shutting down the program since, as the OP pointed out, if you found this vulnerability using an AI tool, they are inherently public.
I haven't gone that far yet but have instituted some new rules aiming at filtering out most of the reports: 1- No AI-generated report and 2 - Reports must include a video of the exploit.
You can see our program rules here: https://docs.scanii.com/article/131-does-scanii-have-a-secur...
I'm getting CVE fatigue with all of these super ultra critical 10/10 vulnerabilities that are some node package that compiles my frontend can get stuck if I give it a malicious regex.
It's hard to spot the stuff that actually matters.
At risk of quoting too much of the article, it opens with this:
> A requirement for staying sane while working in public as an open source maintainer is realizing that every issue, PR, and piece of feedback is a present, not an obligation. You can accept it, ignore it, and use it partially or not at all.
> Except…
> For years, as lead of the Go Security team at the time, I’ve told new team members that it doesn’t apply to vulnerability reports. No, vulnerability reports are special. Security researchers are doing us a favor by reporting things confidentially instead of doing full disclosure, so we owe them something, which is not true of regular issues opened on the issue tracker.
[...]
> It’s 2026 and none of the premises are true anymore.
I respectfully disagree.
The premise is absolutely still true: if someone discovers a critical, exploitable vulnerability in your software, the impact and tradeoffs are exactly the same as they were before LLMs started finding bugs. There are just more of them now, so they're easier to come by.
But that won't last forever, either. As LLMs find increasingly difficult-to-find vulnerabilities, there will be fewer of them to report. This is just chugging through the backlog.
All of that said, I don't think finding vulnerabilities has really been the difficult security problem for most companies (or open source projects). The difficult problem is dedicating resources to fixing those vulnerabilities instead of building software, products, and/or infrastructure that people want. That problem is absolutely still here today, but I'm optimistic that agentic security developers will be able to take the burden off of development teams in the near future.
There are some problems with incentives in the vuln report space. People report trivial vulns and expect the same treatment as people reporting critical vulns. But this isn't new with AI. Look at all the ReDos vulns in npm ecosystem. Its questionable if its a vuln in general but half of them aren't even triggable.
I agree with this. One of the consequences of the "vulnpocalpyse" is that it's become even harder to sift through the noise: I triage well over a dozen reports a week, many of which are "real" in the sense that they reflect a genuine defect but otherwise have an unclear impact on a typical user. This has always been true of the median vulnerability report, but the volume means that I now lean much more heavily away from coordinated disclosure.
One flipside to this is that, because many of these bugs are "shallow" to LLMs, it's actually easier than ever to moderate the worst participants in your vulnerability program -- if someone sends you slop, you can just ban them and wait for the next, better orchestrated LLM to send you a better report for the same vulnerability.
> If a security vulnerability is reported by someone who is also violating the CoC, what do you do? Do you ignore it? Fix it silently?
Is this even a question? You triage and fix the vulnerability just like any other one. Are truths spoken by folks one dislikes — even for perfectly valid reasons — any less true?
The only way I can imagine this somehow applying is if someone has a habit of reporting vulnerabilities which do not exist, or of exaggerating their severity. Is crying wolf a CoC violation? If so, then I can imagine that particular sort of bad behaviour justifying some consideration before acting on a report.
Security through obscurity was never a great strategy.. and now it’s not a strategy at all..
Hopefully at the end of this decade, a ton of software practices have been overhauled to eliminate classes of problems. Memory-safe language use is a great start - but it’d be great to see innovation in checking for TOCTOU problems, improper/missing authn & authz, and many others.
This is an engineering problem. It won’t be solved by models that “only do dumb shit 1/10th as often, only 0.01% of the time now not 0.1%!” It won’t be solved by adding more models to do even more double-checking before and after the work. It won’t be solved by hoping humans catch it in review. It isn’t solvable by adding outer loops of any sort - though we may get close. To truly solve this will take serious CS research.
Verifying correctness of an implementation is P NP, not serious CS research.
Most verification is undecidable, lots of it is pspace complete. That doesn’t mean very much in practice since those are worst case bounds. People regularly solve problems that are undecidable for all practical instances that they care about.
Verifying behaviour of an arbitrary program is uncomputable. However that doesnt mean you can't have proofs of behaviour of specific programs you create.
Personally i have some doubts, a lot of research has gone into the idea without much to show for it, but its a very reasonable research area.
I feel like it's also been overrun by a lot of spam. As someone running a company, I get 2-5 unsolicited "vulnerability reports" per week. Half of them are an LLM finding some bad CSS on our framer splash page. The other half I assume are an extortion attempt so we just mark as spam.
Occasionally I see real security researchers on HN complaining that no one takes the disclosure seriously, or that people reply immediately with a cease and desist. But from the receiving end it's just because the spam is unmanageable.
Same experience here. I've run a successful vulnerability disclosure program for over a decade and paid out thousands of dollars in bounties for scanii.com (a malware identification API service), but recently (since the beginning of the year), we went from receiving maybe 5 per month to receiving 5 per day. These are clearly AI-generated and extremely low quality (albeit well-written). The rules of the program aren't read, and it's clearly a “point-and-click to a website" and file a report. I'm now considering just shutting down the program since, as the OP pointed out, if you found this vulnerability using an AI tool, they are inherently public. I haven't gone that far yet but have instituted some new rules aiming at filtering out most of the reports: 1- No AI-generated report and 2 - Reports must include a video of the exploit. You can see our program rules here: https://docs.scanii.com/article/131-does-scanii-have-a-secur...
I'm getting CVE fatigue with all of these super ultra critical 10/10 vulnerabilities that are some node package that compiles my frontend can get stuck if I give it a malicious regex.
It's hard to spot the stuff that actually matters.
At risk of quoting too much of the article, it opens with this:
> A requirement for staying sane while working in public as an open source maintainer is realizing that every issue, PR, and piece of feedback is a present, not an obligation. You can accept it, ignore it, and use it partially or not at all.
> Except…
> For years, as lead of the Go Security team at the time, I’ve told new team members that it doesn’t apply to vulnerability reports. No, vulnerability reports are special. Security researchers are doing us a favor by reporting things confidentially instead of doing full disclosure, so we owe them something, which is not true of regular issues opened on the issue tracker.
[...]
> It’s 2026 and none of the premises are true anymore.
I respectfully disagree.
The premise is absolutely still true: if someone discovers a critical, exploitable vulnerability in your software, the impact and tradeoffs are exactly the same as they were before LLMs started finding bugs. There are just more of them now, so they're easier to come by.
But that won't last forever, either. As LLMs find increasingly difficult-to-find vulnerabilities, there will be fewer of them to report. This is just chugging through the backlog.
All of that said, I don't think finding vulnerabilities has really been the difficult security problem for most companies (or open source projects). The difficult problem is dedicating resources to fixing those vulnerabilities instead of building software, products, and/or infrastructure that people want. That problem is absolutely still here today, but I'm optimistic that agentic security developers will be able to take the burden off of development teams in the near future.
For tokens, of course.
There are some problems with incentives in the vuln report space. People report trivial vulns and expect the same treatment as people reporting critical vulns. But this isn't new with AI. Look at all the ReDos vulns in npm ecosystem. Its questionable if its a vuln in general but half of them aren't even triggable.
I agree with this. One of the consequences of the "vulnpocalpyse" is that it's become even harder to sift through the noise: I triage well over a dozen reports a week, many of which are "real" in the sense that they reflect a genuine defect but otherwise have an unclear impact on a typical user. This has always been true of the median vulnerability report, but the volume means that I now lean much more heavily away from coordinated disclosure.
One flipside to this is that, because many of these bugs are "shallow" to LLMs, it's actually easier than ever to moderate the worst participants in your vulnerability program -- if someone sends you slop, you can just ban them and wait for the next, better orchestrated LLM to send you a better report for the same vulnerability.
this is hilarious and i might try it.
> If a security vulnerability is reported by someone who is also violating the CoC, what do you do? Do you ignore it? Fix it silently?
Is this even a question? You triage and fix the vulnerability just like any other one. Are truths spoken by folks one dislikes — even for perfectly valid reasons — any less true?
The only way I can imagine this somehow applying is if someone has a habit of reporting vulnerabilities which do not exist, or of exaggerating their severity. Is crying wolf a CoC violation? If so, then I can imagine that particular sort of bad behaviour justifying some consideration before acting on a report.
Will xorg backport patches from Xlibre?