AI is forcing us to pay off 40 years of technical debt
pseudolus
1138 points
662 comments
November 04, 2026
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Discussion Highlights (20 comments)
sva_
Better sooner than later, to be honest.
Arbortheus
I hope some of these backdoors and/or 0-days being kept under wraps by nation states or corporate espionage companies (Pegasus et al) are being found incidentally through all this. It’s frustrating to have all these 0days and CVEs to patch for now, but in the long run perhaps we’ll leave with more robust software.
jareklupinski
personally have started going the other way: AI-assisted microkernels, and only the programming that is actually needed for the problem at hand my webserver never needed a million lines of code just to pass bytes to other people
getfacl
Having worked on both sides of the table, the reality is that it is far too easy to game certs like ISO27001. The risk calculation by companies taking that route is changing right out from under them thanks to Ai tools.
sevenzero
While we're at it, I'd appreciate easy secure authentication of a device without having to pull in a third party authentication provider. Thanks.
amelius
Yeah but AI also helps in lowering the debt ...
Kevin_Flynn
Earlier this year, the cybersecurity firm Calif offered to independently audit PHP, sponsored by OpenAI. Within two weeks, a researcher at Calif, aided by AI tools, found a way to use the out-of-memory bug to run arbitrary code on the host server, allowing a malicious actor to install malware or read critical data. Now, it was no longer a minor bug—it was a critical vulnerability, and the Calif team alerted the PHP foundation to start working on a patch immediately. So, the headline should read, "AI is helping us eliminate 40 years of technical debt." Since AI found the bug, and probably also generated the patch at this point. An abundance of solutions is a problem for people who sell solutions.
bearjaws
We've patched more bugs and more vulnerabilities in the last 3 months than entire years at my last job. I fear it's only going to get worse.
Lucasoato
We could rephrase it like this: “AI has removed all the excuses we had not to remove technical debt” Yes, AI developed code might have vulnerabilities or bugs, but so already has your JSP based web server that has Oracle and God knows what else among dependencies.
amelius
I'm sure the NSA has an eye on the groups that are asking AI about security issues in various popular softwares ...
stuaxo
It's also introducing a new kind of technical debt much faster.
poelzi
In my opinion, the whole paradigm how we use computers needs to be replaced. It is like the 80s, but now with internet and a thread larger then anything in computer history before. I remember boot sector viruses and stuff. My approach is https://tix.im/ - not launched yet. But from expedience: modeling everything as workflows of composeable nix flakes (expert systems from programs, skills, agents, workflows and their snippets, DBs blobs, service descriptions, ...) and then run everything in highly isolated environments. It is not only so much more efficient, reduces errors, increases quality, reduces unnecessary cognitive load, ... I start to move more and more daily tasks into the systems. Even UI programs become interactive workflow steps, which allow me to attach from anywhere back to a task in an environment optimized for the task. Dependency updates for example, a workflow. A subgraph from a security scanner expert checks each change in the dependency tree.
vanschelven
The article takes PHP2Shell as the worst offender of the present wave of vulnerabilities but HTTP2Shell/Brotli2Shell was arguably worse. The consequence over at Brotli may very well be the same, but the timeline shows, if anything, that at least part of reality is actually still very much "humans just sitting on vulnerabilities for months or even years". From the timeline: 8 years in the code, 8 months unreleased (but fix in Git) and at least 4 independent researchers finding the problem and pointing it out. [0] https://www.bugsink.com/blog/http2shell-timeline/
stevefan1999
And you know how are those technical debts created in the first place? More than 40 years of negligence in IT infrastructure.
simias
As someone who has been programming for about 25 years now and has always been frustrated by the tendency of software devs, and in particular web devs, to not address the root issues but just scaffold on top of them and try to hide the ugly bits under the carpet, I feel a bit vindicated. Everybody in the industry knows that we've been building on quicksand. Moore's law meant that we could just sacrifice performance and add a dozen layer on top of technology from the 90s (if not older) and keep the thing chugging along. Look at the PHP situation: - HTTP is an old and quirky protocol with a lot of surface open for attackers that are rarely useful nowadays and might be better left off to higher layers. But of course, we can't break compat, so everybody still implements all the naughty parts, just in case. - PHP was a joke language from the start, we were making fun of it in the early 2000s, the fact that over 20 years later it still powers a huge chunk of the web is enough to demonstrate that we're not serious people. Cue the PHP fans telling me that "it's good now". Maybe, I don't really care, the effort that went into making it good should have gone into ditching PHP for a better language 20 years ago. The bandaid mentality is what got us in this situation. - And of course to add insult to injury, PHP, this security-critical language, is still implemented in garbo C using things like setjmp/longjmp. Just to make sure to absolutely maximize the damage if a vuln is discovered, I suppose. Brilliant. - Oh and all of this is still running overwhelmingly on top of x86 which is its own bag of legacy garbage. "No but you don't get it, modern CPUs are really more like RISC CPUs, the RISC ISA is translated internally" yeah exactly that's my point let's stop doing things like that. We're a clown industry. We only made it this far because, usually, buggy code doesn't kill people and we can iterate and patch things quickly. We never had to do things correctly, we could flourish with abysmal levels of quality acceptance. This may not be true anymore. Of course the reason things are done this way is generally to maintain backward compatibility and make transition easier. At least now that we have LLMs this excuse will hopefully vanish: porting even huge codebases to a new language/framework, something that was a tremendous undertaking mere months ago, is now vastly easier and faster. We can leave the 1990s behind us.
daveguy
That's a weird way to say creating 40 years of technical debt per year.
program_whiz
What's hillarious is people vibe coding massive AI apps thinking its not creating tech debt and security holes. If anything, AI is discovering existing holes, and creating them faster than ever before in history. All those "paying down" technical debt with AI, I would advise reading the code _very_ carefully. Sometimes the "solution" which passes some test or adheres to some described functionality is incredibly narrow / brittle, and/or has failure cases that are non-obvious. Yes I'm using $latest_model on high, its still not there. Unless your threshold for "fixed" is "the 1M line lean proof runs, we don't know how it works", it still requires a lot of attention, hand-holding, and scrutiny, especially when fixing issues / working around failures (where it tends to shortcut or invent workarounds).
herval
ironically, AI is also making us create a new whole new level of technical debt - where _no one_ has actual understanding of the code being written and we're just trusting the machine
malka1986
The real slop was the human slop we made along the way.
mawadev
I'm personally not sharing the connotations of negativity towards software development and the term technical debt. I keep reading implications that most of this has always been in some way preventable, but it really is not that simple. How did nobody find these types of exploits 40 years ago? Why are we suddenly shocked and blame the field for this? I think the majority of people severely underestimate the complexity and seriousness of software. Once that perception stops and the economic incentives are right, we can start to look closer. Just consider how laughable some working conditions in software are and then come to realize how architecture is shaped by the organization communication patterns and not reality. You will see it in a different light then.