| ▲ | AI is forcing us to pay off 40 years of technical debt(spectrum.ieee.org) | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 143 points by pseudolus an hour ago | 54 comments | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | Arbortheus 37 minutes ago | parent | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | swatcoder 10 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Is it forcing us to "pay off" technical debt or is it starting us on a compulsory endless treadmill of feature-neutral fix-work? Collectively, we just won't know for a while. It totally feels like the former if you watch it find and fix vulnerabilities or other debt-tasks one after another. But only so many of these "technical debt" issue are little off-by-one errors that get remedied by a surgically narrow patch. Many enough require some kind of restructuring or redevelopment of their own and it's going to take time to figure out if AI faces the same dilemma as human developers: where each non-trivial change carries the risk of some new issue, ad infinitum. If that happens to be the case, and AI isn't able to magically produce perfect software in finite time, then what's really happened is that the threat of hostile AI exploiting our technical debt will force us to always be burning and churning code just to remain a moving target. It's another "we'll see" thing for now, I think. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | xbmcuser 3 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
I was down voted a lot months ago for saying that a lot of open source software had a false sense of being secure with the assumption that someone else would have audited the code. And this AI auditing is going to make the promise of open source software getting audited by others actually real. Nice to see others waking up to this reality. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | getfacl 36 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | vanschelven 25 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | m000 5 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
And that's the biggest win with AI. With old-fashioned development, it was considered acceptable to defer addressing valid feedback ad infinitum, hiding behind whatever lousy excuse you could come up with. No more. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | herval 17 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | Lucasoato 32 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | simias 21 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | stuaxo 29 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
It's also introducing a new kind of technical debt much faster. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | poelzi 28 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | mawadev 14 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | jareklupinski 37 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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 | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | Kevin_Flynn 32 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | program_whiz 18 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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). | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | eecc 10 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
I'm not going to lie, I'm having a great time thinking at the endless discussions around unsafe languages and the relentless smugness of many practitioners claiming everything was fine as long as the responsible and the skilled (them) were in charge; and let's not forget the formulaic "with great power comes great responsibility" closers. Well now, Great Responsibles, it's clear you too were out of your collective depth and were all paying for your smug hubris. Perhaps take a bite out of that humble pie you've obviously never tasted? | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | stevefan1999 23 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
And you know how are those technical debts created in the first place? More than 40 years of negligence in IT infrastructure. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | bearjaws 32 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | amelius 31 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
I'm sure the NSA has an eye on the groups that are asking AI about security issues in various popular softwares ... | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | sva_ 41 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Better sooner than later, to be honest. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | malka1986 15 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
The real slop was the human slop we made along the way. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | sevenzero 36 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | daveguy 20 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
That's a weird way to say creating 40 years of technical debt per year. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | amelius 34 minutes ago | parent | prev | next [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Yeah but AI also helps in lowering the debt ... | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| ▲ | LoboxPlatform 41 minutes ago | parent | prev [-] | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
The PHP2Shell incident highlights something important: AI is making it easier to discover vulnerabilities, but fixing legacy security issues still requires time, expertise, and resources. For businesses, this is a reminder that cybersecurity cannot be treated as a one-time task. Regular updates, security audits, and responsible maintenance matter just as much as adopting new technology. As professional communities become more connected, sharing technical knowledge and learning from security experts will become increasingly valuable. That's also why platforms like Lobox focus on bringing professionals together to exchange knowledge, build connections, and discover relevant communities. The bigger question is: are organisations investing enough in fixing their existing technical debt before adopting more AI-powered systems? | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||